{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This script reproduces the QC plots in Figure 2 of the manuscript M. D. Luecken and F. J. Theis, \"Best practices in single-cell RNA-seq analysis\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/malte.luecken/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "import scanpy.api as sc\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "from scipy.io import mmread\n",
    "from scipy.sparse import csr_matrix\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "import seaborn as sb\n",
    "from maren_codes import combat as c\n",
    "from gprofiler import gprofiler\n",
    "\n",
    "import warnings\n",
    "from rpy2.rinterface import RRuntimeWarning\n",
    "from rpy2.robjects import pandas2ri\n",
    "\n",
    "\n",
    "%load_ext rpy2.ipython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize']=(8,8) #rescale figures"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load in the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data here was obtained from same publication as the case study (Haber et al., 2018; GSE92332). Please refer to the case study for more details on how to obtain the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Set up data loading\n",
    "\n",
    "#Data files\n",
    "sample_strings = ['Duo_M1', 'Duo_M2', 'Jej_M1', 'Jej_M2', 'Il_M1', 'Il_M2']\n",
    "sample_id_strings = ['3', '4', '5', '6', '7', '8']\n",
    "file_base = '../data/Haber-et-al_mouse-intestinal-epithelium/GSE92332_RAW/GSM283657' \n",
    "exp_string = '_Regional_'\n",
    "data_file_end = '_matrix.mtx'\n",
    "barcode_file_end = '_barcodes.tsv'\n",
    "gene_file_end = '_genes.tsv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Loop to load rest of data sets\n",
    "#Parse Filenames\n",
    "sample = sample_strings.pop(0)\n",
    "sample_id = sample_id_strings.pop(0)\n",
    "data_file = file_base+sample_id+exp_string+sample+data_file_end\n",
    "barcode_file = file_base+sample_id+exp_string+sample+barcode_file_end\n",
    "gene_file = file_base+sample_id+exp_string+sample+gene_file_end\n",
    "\n",
    "#Load data\n",
    "adata = sc.read(data_file, cache=True)\n",
    "adata = adata.transpose()\n",
    "adata.X = adata.X.toarray()\n",
    "\n",
    "barcodes = pd.read_table(barcode_file, header=None)\n",
    "genes = pd.read_table(gene_file, header=None)\n",
    "\n",
    "#Annotate data\n",
    "barcodes.rename(columns={0:'barcode'}, inplace=True)\n",
    "barcodes.set_index('barcode', inplace=True)\n",
    "adata.obs = barcodes\n",
    "adata.obs['sample'] = [sample]*adata.n_obs\n",
    "adata.obs['region'] = [sample.split(\"_\")[0]]*adata.n_obs\n",
    "adata.obs['donor'] = [sample.split(\"_\")[1]]*adata.n_obs\n",
    "\n",
    "genes.rename(columns={0:'id', 1:'gene_symbol'}, inplace=True)\n",
    "genes.set_index('id', inplace=True)\n",
    "adata.var = genes\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# First data set load & annotation\n",
    "for i in range(len(sample_strings)):\n",
    "    #Parse Filenames\n",
    "    sample = sample_strings[i]\n",
    "    sample_id = sample_id_strings[i]\n",
    "    data_file = file_base+sample_id+exp_string+sample+data_file_end\n",
    "    barcode_file = file_base+sample_id+exp_string+sample+barcode_file_end\n",
    "    gene_file = file_base+sample_id+exp_string+sample+gene_file_end\n",
    "    \n",
    "    #Load data\n",
    "    adata_tmp = sc.read(data_file, cache=True)\n",
    "    adata_tmp = adata_tmp.transpose()\n",
    "    adata_tmp.X = adata_tmp.X.toarray()\n",
    "    \n",
    "    barcodes_tmp = pd.read_table(barcode_file, header=None)\n",
    "    genes_tmp = pd.read_table(gene_file, header=None)\n",
    "    \n",
    "    #Annotate data\n",
    "    barcodes_tmp.rename(columns={0:'barcode'}, inplace=True)\n",
    "    barcodes_tmp.set_index('barcode', inplace=True)\n",
    "    adata_tmp.obs = barcodes_tmp\n",
    "    adata_tmp.obs['sample'] = [sample]*adata_tmp.n_obs\n",
    "    adata_tmp.obs['region'] = [sample.split(\"_\")[0]]*adata_tmp.n_obs\n",
    "    adata_tmp.obs['donor'] = [sample.split(\"_\")[1]]*adata_tmp.n_obs\n",
    "    \n",
    "    genes_tmp.rename(columns={0:'id', 1:'gene_symbol'}, inplace=True)\n",
    "    genes_tmp.set_index('id', inplace=True)\n",
    "    adata_tmp.var = genes_tmp\n",
    "\n",
    "    # Concatenate to main adata object\n",
    "    adata = adata.concatenate(adata_tmp, batch_key='sample_id')\n",
    "    adata.var['gene_symbol'] = adata.var['gene_symbol-1']\n",
    "    adata.var.drop(columns = ['gene_symbol-1', 'gene_symbol-0'], inplace=True)\n",
    "    adata.obs.drop(columns=['sample_id'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Assign variable names and gene symbol columns\n",
    "adata.var_names = [g.split(\"_\")[1] for g in adata.var_names]\n",
    "adata.var['gene_symbol'] = [g.split(\"_\")[1] for g in adata.var['gene_symbol']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once the data is read in and annotated, we test whether we have the expected number of cells for each region, mouse (donor), and sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Duo    4554\n",
      "Jej    4496\n",
      "Il     4303\n",
      "Name: region, dtype: int64\n",
      "\n",
      "M2    6711\n",
      "M1    6642\n",
      "Name: donor, dtype: int64\n",
      "\n",
      "Jej_M2    2668\n",
      "Il_M1     2466\n",
      "Duo_M1    2348\n",
      "Duo_M2    2206\n",
      "Il_M2     1837\n",
      "Jej_M1    1828\n",
      "Name: sample, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Annotate the data sets\n",
    "print(adata.obs['region'].value_counts())\n",
    "print('')\n",
    "print(adata.obs['donor'].value_counts())\n",
    "print('')\n",
    "print(adata.obs['sample'].value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have 4554, 4496, and 4303 cells from the Duodenum, Jejunum, and Ileum respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13353, 27998)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking the total size of the data set\n",
    "adata.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have 13,353 cells and 27,998 genes in the dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quality control"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Quality control - calculate QC covariates\n",
    "adata.obs['n_counts'] = adata.X.sum(1)\n",
    "adata.obs['log_counts'] = np.log(adata.obs['n_counts'])\n",
    "adata.obs['n_genes'] = (adata.X > 0).sum(1)\n",
    "\n",
    "mt_gene_mask = [gene.startswith('mt-') for gene in adata.var['gene_symbol']]\n",
    "adata.obs['mt_frac'] = adata.X[:, mt_gene_mask].sum(1)/adata.obs['n_counts']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'sample' as categorical\n",
      "... storing 'region' as categorical\n",
      "... storing 'donor' as categorical\n",
      "... storing 'gene_symbol' as categorical\n",
      "/Users/malte.luecken/anaconda3/lib/python3.6/site-packages/seaborn/categorical.py:598: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
      "  kde_data = remove_na(group_data)\n"
     ]
    },
    {
     "data": {
      "image/png": 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P+/bte+2vvXjxIsHBwaLwEcqcTZs2MWzYMH7//XegYCJv9erVmTRpEtWqVZM4Xdmzf/9+\nLCwssLCwYMSIEaxfvx5dXV2USiW+vr6kpaWRkZFBQkICT58+VX2dKHzeXIUKFXjvvfeQy+VFip+K\nFSsCBXuuPXz4kNWrV0sRUSMkJCRw9OhRqWOUGtHzU0JCQ0Px9fXF2NgYT0/PV/qa33//ncmTJ+Po\n6IiZmRl79ux5yykF4fX06dMHMzMzunfvLnWUMk+hUDBgwABMTU1V210UOn36NH369MHBwQF7e3vc\nW7WiadOmEiUtfwqLx//WkDNmzKBXr17Uq1dPglSaxcvLi/Xr13Ps2DE6dfp3y4C9e/dSq1atcvcz\nFMVPCWnZsiWBgYGq1QfPk5ubq1oynJSURGxsLHK5vMiHpfD/4+vry7hx49i9ezetW7eWOk6ZlZyc\nzMiRI+nTp49qDsqz7OzsWLRokQTJNI+WlhY7d+4sdrl18+bNmTp1Krdv3SIyKgo9sW1AicrPzyc0\nNJRLly4RFxeHubk5AHK5vNw9tN+WTz75BC0trSIbn/7www8YGRlx+PBhiZK9HWLYqwQoFApSUlJo\n1KiR6oMvJyeHJUuWEBwcrLrv7t27VK1alUePHgEwZswYMjMzCQsL48aNG5JkL6+Sk5OJjY1VO55B\nKCoqKoo///xTbLRXAnbv3s2YMWPUip+DBw/y448/YmBgwOLFi6lUsSJBQUGcOXdOwqSaLT09nZ9+\n+onY2FhGjx7NxIkTUSgUqmGv/w59Ca/G3d2dNWvWYGxsXKStPH6Oip6fEjBq1Ch27NjB7du3qVmz\nJgB+fn5MmzaNGzdusGXLFgC0tbWpUKGC2qoOsXHc2zF8+HCGDBkifr4v0aBBA27duqXal0p4cxkZ\nGSQlJTFt2jQcHR3ZsmULU6dO5c6dOxgYGPDRRx+Rm5uLhYUFT58+5fz587i6uvLXX3/h7u5OfHw8\nhoaGql4LoXg7duzgiy++ICYmht9++43s7GyGDx+Oo6MjFhZVMDU1lTqioAFEiVwC6tSpg5WVFQMG\nDCAsLAyADh06sHr1aubOnau6z97enqCgICwsLCRK+m4Rhc+rqVevnmpiqPDmhg4dSlZWFmFhYezZ\ns4eAgACGDh2KpaUln376KZaWlqSmpmJsbEyFChUwNDRk586ddO3alblz5+Ls7Ez79u2l/jbKvL59\n+/Ltt98yduxYvLy8MDIyYuPGjURERIiNN4VXJoqfEjBt2jQGDRrE5cuXVadea2trM3bsWLWzuyIi\nImjVqlWRLsTc3Fz279+vOvRQeLndu3erCk3hzeXm5vLZZ5+xceNGtetBQUEEBARw/PhxwsPDJUqn\nebS0tJg0aRLp6eksWrSI6dOnM2DAADp27IijoyNKClbMubduTYMGDWjbti2dOnXCw8ODgQMH0q9f\nP6m/hTLP2NiYmTNnYmNjw9y5c9m9ezempqY8fPiQR49iVPf9888/LF26VEwpEIqlkcWPTCb7UCaT\nrU1OTpY6iso333zD/fv3X/jmlpmZSXh4eJEiZ/369Xh6erJixYq3HbNcuHLlCv3792fChAlSR9FY\n+/btw9TUlN27d7NhwwY2b96s1p6dnU12djaTJ0+mc+fOEqXUTN7e3ty6dQtjY2PkcjkeHh4EBgZi\nYGCA9v+2syjcPDIsLIzjx4+zadMm1XyLe/fuSRlf43h4eDB48GCqV69OcHAwQ4cOBQqmI0ydOpWW\nLVuqbdYpFOXj48PXX38tdYxSpZHFj1KpPKBUKj+rXLmy1FFU5HI5NjY2QEEPT+HW/1euXFHt51G3\nbl3CwsKKjOl36dKFkSNH0qtXr9INraEaNGjA3Llz8fb2ljqKxsrOziYtLY1KlSpx9epVdu3apdbe\nuHFjWrVqxdChQ5k0aZJEKTWTXC7H0dGRmjVrUrt2bWrXrk2TJk1o3Lixai124dLsRo0aMX78eEaN\nGsXff//NhAkTmDdvnpTxy7SbN29ia2vLpk2b1K5XrVqVGjVqkJ+fT3p6OmFhYVSrVg0PDw9mzZpF\nfn4+Z86cQaFQSJS8bPvhhx9YsmRJuZzY/DxiwvNbMHjwYC5cuMDevXvx9PSkSpUqODk5IZPJil0G\na2dnx/r16yVIqpl0dHSYM2eO2jWFQiE2iXwN/fv3p1+/fi/cXE8ulzNx4kTq169fisnKh2HDhvHn\nn39y584datasybFjxwDo3rUrgGpFkpGRET/++CNQsEJ02bJldOvWTZrQGiAtLY1Hjx7x5MmTIm1a\nWlq4ubmxbt06/vjjD/z9/VmwYAHe3t6sXr2acePGsWLFCiZOnChB8rLt8OHDJCcnv1Nno4ni5y34\n8ssvuXLlCk2bNsXCwoKWLVuSkJAAPH8n1379+vH06VP8/PzEbq9v4HnFz6RJk3jy5Ak7duyQIFXZ\n9iq/Z2LZ8Otp3rw5eXl5DBs2jMePHxdZeVT485T/72efmZmJvr4+ALq6ukyePLl0A2uQbdu2MXXq\nVFasWMGkSZMwNDTkiy++AP79uWZnZ2NpacmAAQPw8/PDzc0NgLZt29KrVy8xofw5np2b+q4Qn2xv\nQb9+/Vi0aBHVq1cnNjaWvXv3qtqe98CJiooiKipKjE2/oby8vGKvHz9+nGPHjpGbm1vKiTTDypUr\nMTMz4+bNm1JHKRcMDAzQ19dn4sSJ+Pn5qfZMycvLY9++fZy/cIGEhATkcjkBAQFUqlQJLy8vtd9P\n8btavMK9u7S1tbGwsFDbj6Zw+xA9vQo0bNgQFxcX2rZti66uLlBwjqKvr6/oxRRURPEjER8fH7Ud\nM8+fP09oaKh4036BmJgYPvvss2If1Dk5OUWuTZo0CTc3N0JCQsSy9+fIzc0lKytLtfHmf+Xn55dy\nIs3m7+/PuWI2MFy0aBE9e/YkLj6elJQUZDIZFStWpGrVqixZsoSxY8cCMGvWLIyMjMQKpWJ8/vnn\nZGZmMnr0aGJiYvj4449VbYVFjpGhIRcvXqRhw4YsXLhQ9TI5ZcoUzMzMuH//viTZhbJHPGlLwYkT\nJyhcmaZUKklKSmLMmDFqE0m1tLTEA/olTpw4wbp169i2bRtff/01ly9fVrUV97a8e/du9u/fLzaN\ne4EpU6bg6OhInz59yMjIUF0vfGjk5uZy9epVTExMxKGQ/w/t27enW7dutHZzo0aNGmhpaVG3bl0C\nAwNxd3fH1dWVbdu2cejQIXJycvj777+ljlwmPe8zsrD40fnf/8+dO5cZM2YQERFBSkoKmZmZ6Orq\nipdLQUXM+SlBWVlZnDhxAg8PD9UfqVKppEuXLkDB+V8KhQJjY2P27t0rTsV+TYMGDcLY2BiZTEaP\nHj0IDQ1VtRU37BUYGCiGEV9Bz549iYyMpEKFCkXacnNz0dLSIjc397lDi0KB+Ph4Dh8+zMCBA9XO\n7zM2NsbNzY2DBw8ysH9/Yh4/Vg3TZGRksGHDBuRyuWreRaVKlej6v4nRwqvR09MDQPd/P3cfHx/C\nwsKoWbMm77//PgEBATx48EC8CAkqogwuQatWreLDDz9k7dq1qmsymYw1a9ZQo0YNsrOzVT0Unp6e\nuLq6ShVVI2lra9OjRw+6deuGh4cHvr6+3Lt3j+Tk5GKXsFapUoWqVatKkLTsO3PmDKGhoWRmZnL7\n9m1sbGwYP368avircG5aTk4OzZo1Iy0tTeyr9BILFy7kk08+UW0b8O2332JmZsaZM2eAgr2V7oSE\nkJqaqiqOWrVqRePGjbGzs2PFihX07NmTpUuX4uTkJNn3oYkKFzvI5HLy8vLo0aMHy5YtA6Br1650\n69aNSpUqSRmxXNm5cydr1qyROsb/i+j5KUGenp7cuXOnyFvbRx99xOeff05UVBTZ2dlcv36dunXr\nqrpqhdcjl8vp168fDx8+5Pbt22RmZooentcQGRlJmzZtMDU15ddff2Xfvn0EBgYSHh5O8+bNGT58\nuKr4EZNvX92nn36KXC5X9fTa29vj5OSEubk5169fp2fPnkBBz07DBg2AgsONU1NTVdsKiGXYb6aw\nJ01GQeFerVo11YuPl5eXhMnKp8mTJ/PkyRNGjBihsc8xUfyUICcnpyLHBISGhuLq6opcLsfc3JzD\nhw8zfPhwvL29WbhwoURJNdOzy9lHjhyJv78/QUFBWFtbi83LXkNMTAxKpZL4+Hi+//575s2bx9Wr\nV1mwYAF9+vQB/p3zI36ur65OnTosXrxY9e8hQ4YwZMgQoKCInDlzJgcPHgRQLW+fOXNm6Qcth2Qy\nGampqZw6dYrQ0FDOnz8vdaRyzdfXl7S0NI0tfEAMe711t2/fJikpiezsbBwcHLC3t6dr1660bt1a\n6mgaZfny5ejr63PhwgXVtaioKHR0dN6pjblKgpubG6dOnWLp0qUsXbqUv//+mz179tCqVasiE0of\nP35MUlKSREk1z+XLl/Hw8CiyWktHR4dvv/2Wjh07UrFiRSr8r/gRSkZ+fj7JycnEPIrh4sWLUsfR\nWFFRUXz55Zc8fPgQ+PflR6FQ4OzszLBhwwBwdXWlQ4cOUsUsEaL4ect69eqFra2tqkJOSkrCyMiI\nXr16vXNnqbyp1NRUcnJyMDMzU03KVSqVXL16FXj+CpDQ0FBxTtJzvP/++3z11Ve4uroycOBANm/e\nrDqepVBubi4jR46ke/fuEqXUPOfOnePYsWMEBAQU2174+1s4QVd4PbNmzaJ///5FeiTz8/OpWLEi\nVlZWeHh4SJRO8+3cuZMVK1bwxx9/AKhNJ0hOTiYlJUWqaCVODHuVAH9/fx49esTAgQOLbT948KBq\nH4/vv/+e8+fPI5fLqVKlSmnG1Fj9+vXj5MmTREREUL16daCgm/vatWt89NFHQPE7Eb/33nvo6Oio\nzlYTioqLi2PUqFHUrVuXwYMHq7UVHhcgjlt4dePHj8fd3Z1GjRoV215YqBdX/Pzzzz/07NmTn3/+\n+bmfJe+6v/76i+DgYDIzM9V6fHNzc4mPjycmJoZz586phm+F1zNu3DiqV6+uOmey8HNVS0uLhw8f\nlqvTB0TxUwJGjRrF3bt36dy5s9quo1Cw3Pr+/ftkZWWRnJzM+++/z507d/jhhx9UXYjCi3Xt2hUD\nAwNMTU3Jy8vj/PnzuLm54eDgoHqTLu6P8ssvvxTnfb2Eubk569evJzs7mwMHDvDhhx+q2uRyOVOn\nTlUrfgICAoiKiqJfv35SxC3z5HJ5wQGmz1E4Mbe438ucnBxSU1PJysp6a/k0VXR0NDt37mTfvn3I\nZLIiQ91ZWVmqeVTP7lclvB5DQ0O1l6BnXyrLU+EDYtirRDg6OqKrq1ukS/D48eM0adKEnj17cufO\nHe7du8f9+/dJTk6mbt26EqXVPBMmTMDX1xd9fX1+/vln2rRpU2SZZXEPkzlz5jBx4kSxEuwlevfu\nzfLly+nRoweJiYlAwVBjeHg4sbGxqvsyMzMZNGgQ/fv3L/ZgSeHlCh8mzz5I8vLy2LJlC7q6usyY\nMUMUlsVYsWIFX331FceOHSt2f7Ts7Gz09fUxNDTCzs6u9ANquMzMTFatWqWa6/MuEMVPCWjRogW1\natVSvXkUqlevHu+//z4ODg5YWVlhZ2fHjBkzePz4sWqPH39/fzw9PYmKipIiusbp0KEDvXv3pl27\ndmrXiyt+bty4gZmZGVOnTi2teBqpYcOGJCQk8NNPP2FiYgJAeHg40dHRzJ8/H3d3dxQKBd7e3oSF\nhTFhwgSxf9IbKq4Q37dvH5988gljx47lm2++UZ0AL/xr4sSJLF68+LnDWZmZmRgbG/Pee81xd3dX\nXff19RWfra9g7969TJw4kSVLlqhdL+731cfHh759+2p8D5sY9ioBs2fPZvbs2UDBJNsdO3bw1Vdf\nYWVlxalTp9i4cSPz5s3DxsYGPT09LCwsgIKN5saMGcOdO3cYNmwYNWrUkPLb0AguLi78+eefRa4X\nN+encuXK1KpVi5o1a5ZGNI3l4eFBbm4uderUISUlhUqVKlG3bl1SUlJQKpVERESgUCjo1q0bDx48\nwNvbW+rIZdrWrVuxtbWlTZs2RdoKz0orfKg8fPiQL774Ajc3N7799lvCw8PFBPNiWFtbq73EKBQK\nZDIZ6enpjBo1iujoaJRKJXl5eeTm5qKjo8PFixfp06cPnp6euLi44Ofnx7FjxzA0NJTwOymbevTo\nwaJFixgwYIDa9eKKnwMHDnD06FGePHmCvb19aUUscaL4KWGrVq3i559/xtnZWdV9vW7dOqKiojAz\nM1N7SB84cIA7d+7w/fffqyaNw7F0AAAgAElEQVSYCW+muD/SGjVqcPv2bQnSaAZfX18MDAxYt24d\nnp6edOzYkc6dO3PkyBF0dHSoWrUqI0eOZMCAAejq6tKkSRO++eYbLC0tpY5eZsXFxfHxxx9TsWJF\nEhMTi/RIFhY/zy4hzsjIoEWLFrRv35727duXemZNo1AoqF27NlWqVGH9+vXs3LkTAFtbW2rUqEFW\nVhY6Ojo0atSIGTNm4OHhwbJly7hx4wYZGRmi+CmGoaFhsZtBFvdSuX37dmJjYzW68AEx7FVivL29\nadKkCV988QVr165FV1dXtd/E7NmzqVOnDoaGhsjlciIiIsjPz2fu3Ln8888/TJs2TeL0ZVN+fj5f\nf/0127dvf+m9YjO+15Ofn0///v1Vm/C1bdsWCwsLevfuDYCSgmJyyZIl1KlTh+zsbAYOHEijRo3E\nydgvYG5ujp2dHUqlkpycnCLtCoUChULBn3/+yaZNm6hRowaJiYmqoxiEl5PL5VSrVg1LS0vq1avH\nkSNHsLOzUw3ZFg7H6OnpsWDBAtq0acMff/xBdHS0qtddeHOVKlXC0dFR6hj/b6L4KSERERGEhYVh\nYmJCixYt6NmzJwMHDuTUqVPcunVL9Ud37tw5atasycKFC9HX1xebHb5AXFwcixYtYtSoUVy7du2F\n9xb3oFEqlQwePJjJkye/rYgaSy6X4+3tTc+ePVEqlXz55Zc8evSIixcv8sMPPwAF8yhiYmLQ09ND\nLpczePBghg4dKub7vMTNmzeJjIwsMgcQCoqfnJwcgoKCVHuplLdVNG9LYGAgLVq0wNfXl7Nnz+Lr\n68vNmzdp2rQpbdu2Iycnh/j4eLXPgh49euDs7ExCQgJdunRR/W4Lgih+SsiOHTt4/PgxVapUUfXk\nTJgwgTFjxjBt2jTVGUn29va0bNmSpk2bShlXI1SpUoVx48aRkZHBvXv3yMjIKHKyuEKh4MmTJyQn\nJxf5+ry8PI4cOcJff/1VWpE1ytGjR9mwYQPR0dEApKSksGXLFnbs2EF8XDyXL18mMTERMzMzZDIZ\nw4cPZ+PGjWKDvpcwMjLCzMys2DaFQoG+vj5Dhw5l27Ztquvx8fG0bt2aVatWlVZMjTNo0CAuXrzI\n8ePHAbh//z6NGjVi4MCB5GRnc+fOHUJDQ9WKn8Ketjt37nD58mXVxqjCq0tJSSmX2y+I4qeEyOVy\n1Zuel5cXc+bMUQ2BrVy5UrW5maOjIwcPHuTx48dkZ2dLGVkjrFq1isjISDp27Ii1tTWenp5q7TEx\nMYSGhqoeJI8ePSI1NRUo2FAuJCSEc+fOlXpuTbBp0yb27duHtbU1ACYmJty6dYvDhw8jl8vR0dHB\nxMSE8+fPExkZKW3YcqJweNbU1BRjY2MWLFiAvb09QUFBBAQEcOXKFYkTll3jxo2jf//+LFy4kG++\n+YbY2FiGDRvG4MGDyc3Lw6VeA5ycnNQO4z106BBff/01bdu2ZdasWWzatEnC70DzPHr0iOvXrxMc\nHAwUDIOPHz++XGwfIiY8l6Dk5GQuXLjABx98QNu2bQFo06YNjo6Oqi5uHR0dli5dysKFC8nPz2fE\niBESJtYMNWrUIDMzkzp16uDk5KTWZmFhQW5uLh06dCAxMREHBwecnJwIDAxUtQvFq1+/PvXr1yc+\nPp6pU6cybNgw1QolUzNTWrRoQd++falfv365GOMvTYGBgejp6eHs7Kx2/dmJzlDQ4/P06VOsrKyI\njo4uskmq8K/x48czfvx4jh49yty5cwkPD2fz5s0AHDx4CMsqVmTmpqkVPwDffvutavPJ5x2FIxTP\nwsKC6tWrqyaJ//rrr4SHh/P9999r/MRx0fNTgr7++ms6d+7MoUOH1K4/+wenra1N9+7dsbGxITs7\nm5kzZ/LFF1+UdlSNo6+vz7lz54qM2VeoUIGaNWtiZmaGoaEh+vr6XLt2DX9/f5YtWyZ6117Ay8sL\nR0dHjh8/zqZNm9ixY4eqTUbBPJQqVaoU2VNJeLH8/Hzc3Nzo2LGj2nUvLy9+//13srKy8PX1ZfPm\nzfzwww8kJSXh4OCAhYWFeDi/gk6dOrF06VIeP37M6dOngYJiUi7XUv33s3r16sWAAQPo2rVrqWfV\ndFpaWtSsWVM1z+/48eNcv35d4wsfED0/JWrQoEFkZ2fTsmVLNm/ejLW1NR06dFC9iSiVSrS1tdHR\n0eHhw4fcvn2bgwcPkpiYyMqVK4tdVii8mvz8fHR1dfnpp58ICAhg8+bNbNq0iby8vGKXcL7LcnNz\nmTx5Mrdu3SI+Pp7333+fEydO0KxZsyL3Fv5Orl27llOnTuHn58fBgwfFnLUXOHbsGJaWlnz88cdq\n1w8cOMDjx48xNTXlwYMHnDp1iqFDh6qOvBBeLiQkBFdXV7p06cKxY8do2rQppqamBQdG6xX0mv13\nSGbx4sVSRC0X/jsZ38rKSqIkJU88bUuQm5sb69atQy6XM2zYMMaOHcvKlSuxsbEhMTGRy5cvM2DA\nAJo3b05kZCTLly/n/Pnz3Lp1SxQ+zxEbG8uoUaO4dOnSC+9LS0vDzc2N8PBwli9fzqeffkqFChWY\nPn06SUlJpZRWM8TExPDzzz+jVCqJi4vD0tKSDh06ULly5SL3amlpkZuby/jx49mxYwdPnz7V+J1d\n36a8vDz8/PyIiIhQ7eIOBQXn3bt30dPTw9jYmMGDBvHLL78UGaIRXkwmk6GtrU39+vW5cOGCaouR\n06f9CYu4C/y7lxIUFEJpaWlSxRXKMPHEfQtMTEz4/fff2bBhA1WrVsXGxgZtbW20tbVVq0BsbW3R\n0dHB0tISGxsbiROXXWvXrmX9+vVs2LDhhfdlZmZy7do1bty4AcC9e/fIysrC3d292If6u6xGjRpc\nuHCB7du3v/TgV7lczvTp08nNzaVy5cokJSWpHR8gqBs8eDA//vgjp0+fVhtm0dHR4eTJk6qDYytV\nqsSjR48wMTFhwoQJqvv27dvHqFGjSE9PL/XsmiA7O5sTJ05Qu3ZtmjZtSqVKlRg6dCg6Ojro6xUs\nOHm252fatGmYmppy8+ZNqSKXawqFAmdnZzp06CB1lNcm+lvfkme3Ce/bty/t27encePGbN26VcJU\nmufx48cAL/3jsrKyIiYmRjUWPXjwYMzMzGjXrp3YR6UY77333ivdd+/ePZYtW4aVlRX+/v5FTtMW\n1NWrV4+oqCgaNGhQpM3d3Z1du3YRExODUqlET0+PatWqqU3K/+233/D19WXcuHE0atSoNKOXeRkZ\nGTRr1gwDAwOSkpLYsWMHAwcOZN26dUQ/jEZbaUBSRqxaz4+dnR2Ojo5UqlRJwuTll0wmQ0dHRyPn\nqonipxQ8+3Ythrdez3fffUfPnj2LTB79L21tbdVKmWXLlpGamsrcuXNLIWH5VqVKFeRyOYmJiWLF\n1yt49py/4hT2SiiVSqysrLh3755au4+PD1999ZUofIphYGDAl19+iUwm49GjR9SuXVvVlp6RQUZy\nIvqVdPD39+ejjz5ix44djBs3jnHjxkmYunyTy+Vcv35d6hhvRBQ/QplWqVKllxY+gNqk0WXLlpGU\nlMTs2bNFsVmM/Px8PvnkE+zs7Jg/f/4L77WwsGD16tUvHR4TXk1h8ZP/nH1SzM3NMTc3L81IGmXR\nokVAwT5Jhw8fJjY2FoA7d4KJjY2lYcOGxMXFER4ezqeffsonn3zClClT6NatG4aGhuzatUvK+EIZ\nIp4MpeDZMejysDlUaUpISGDEiBEcPXr0hfc9+3D29/fn0qVLovB5juzsbPbv38+BAweee09UVBTh\n4eHk5eUxevRoPv3001JMWD7s3r0bW1tbtcn6ysJT3Z8ZmgFITExkzZo1YnLuS2RnZ9OgQQMsLS0Z\nM2aM6rpdDTtqO9TFyMiI3r17c/v2bUJCQrhw4QIAQUFBqo36hJKjVCq5evWq2lCjphBPh1Lw7L4T\n+fn5pKWlsW/fviJHNQhFDRw4kE2bNrFw4cIX3vf48WPVz7lWrVrUq1evNOJpJH19fUJCQjh16tRz\n7wkODiY6OpqYmJjSC1bOPH36lOjoaLWjVwofEv99Cfrpp58YO3YsHTt2JDMzs1RzaoLdu3fj6elJ\nXFwcycnJ1KhRg3nz5qnajU2Mca5VH7lcjlKp5O7du2zdupWff/6Zv/76i+DgYLF79luwYcMGmjZt\nyo8//ih1lNcmip+37Pfff6d9+/Y8ffqUqKgosrKy+P777+nZs6fa2T5C8QYNGoSbmxtr1qx57j1J\nSUm0adOGWbNmlWIyzWZpaYmJiQm5ubnFnovWunVr6tevj5+fH7179xaF+hv4/PPPSU5OVg3bXrhw\ngf0HDpCWlkb+fzbiGz58OI6Ojly8eJEHDx5IEbdMO3LkCPv372fIkCEsXryYw4cPAwUvPfn5+SiV\nIJMVPM7y8vLo06cP48aN45tvvqFz586cPHkSXV1dKb+FcsnV1RUPDw9atWoldZTXppFzfmQy2YfA\nh2VlAmZ2djZJSUnFnnZ9/vx5zp49i6GhIWlpaQQHBzNgwABiY2Pp1KkTAA8ePGDChAlMnDhRdSyG\nUGDYsGEMGzbshffo6enRqFEjsfHeG+jXrx9///03YWFhVKlSBaVSSfv27QkLC8POzo5r164RExND\nRkaGWDHzmgYNGsTx48cJCQnB1NSUS5cu8ejRIypWrFik58fa2prz589z//59tYm8QsFeX3p6evzw\nww9MnjwZGxsbBgwYwNmzZ3F3d8fb2/t/P8+CVZ1yuZxt27ZhaGiIiYkJeXl5tGjRQtpvopyqX7/+\nS6cklFUaWfwolcoDwIFmzZqNkjoLQNeuXTl9+jShoaHY29urtS1dupRRo0YxfPhw0tPTcXJywsrK\nCh8fH9U9gYGB7N27l7i4OE6fPi2WZr/AxYsXqVevntqSa319fdasWVPkHCXh5Ro0aEBcXBwGBgZA\nwbDMpUuXSE9Px9zcnOnTp9OlSxdR+LwBU1NTzM3NVZPxx48fj9/Jk8TFxxc7R0JMdi7eX3/9xZo1\na/Dy8uLmzZvY2dkBBb2XTZo0wcXFhYsXA1Rz/PLz89W2GtHEXgnh7RPDXiXA39+fvLw81QfakydP\nePDgAVOmTGHPnj1YW1ujr6+Publ5sR96PXr0wMnJibNnz6r2tRHUBQYG4uPjQ4sWLfjyyy+LtBe3\nU27h/Crh+ebNm8eZM2fUism2bdtiamqKrq4u2traxfZoDh8+vMjxDYK6n376ieDgYFXhKJPJMP7f\nhpsKhYKtW7cSExNDeno6Xbp0oXbt2tSuXVsMMf7HwIED2blzJ9OnT8fFxUX1u1qzZk0uX77MoEGD\nyM/PRy4rWPSgiZNvhdInip8S0KZNG+rWrUvNmjUBaN68OQ0aNGDZsmVFJoI9b7XX3r17VWcCCepm\nzpxJ06ZNmTBhAv3796d3795F7vnvAyMoKAhnZ2csLCyIjIwspaSaZfz48djY2HDr1i0cHBz45ptv\nuHfvHocOHUJXTxddXd3nPohPnTr1wgnTwr/279+v2s8nJyeHqKgo7oWH8/HHHzNr1iwSExM5efIk\nKSkp6Ovri57f/9DR0aF///7F7tSelpZGYGAg+fkKtGTFH2z63Xff0bBhQ54+fVoqeQXNIIqfEnDy\n5EmCgoJUH1r9+/dn8ODB/PPPP688qblOnTqvtJ/Nu0hHRwcjIyO8vLzYuXMnXbp0KXLPf09v37Vr\nFyEhIZibm4tdiZ8jNzeXnJwcbt++TXh4OAcOHMDJyYmDBw/SskVL4N+icsOGDTg5OXH3bsH5Sdev\nX+fWrVuSZdcUQUFBeHp6qpZlP4iO5v79+yQnJTFjxgzGjBnDmjVr2Lp1KxEREVy/fl3sqfQcJ06c\nYNWqVWrXJkyYQJMmTUhOTkZLXrDL8H8L9vDwcO7evSuODBHUaOScn7Ju6dKlav9+9mBN8Vb3+ubM\nmcOcOXNeeE9OTo7av6dOnYqWlhbDhg0T8yiew8fHBx8fH8LCwrC3t6dv377UqVOHzp07Y2BoAHH/\nvkXfv3+f8PBwEhMTAcQcoBcICwvD19eX8ePH4+TkxJw5c2jdujWbN2+mQoUKODg40KBBAxYsWEBg\nYCALFiyga9eu9OvXT+roZZqXlxdXr16ld+/eWFtbA+Dp6UlycjIxMTFoaxVf/Kxdu5aVK1eqjr4R\nBBDFT6l4tuARxc/bUTjnJy4uDn19fa5evcrs2bP57bffVL0VQvEcHBwIDw8nLi6O77//noCAAOzs\n7UhMTOTatWssWbIECwsLEhISqFixotRxy7wlS5bg4+ODg4MDvXv3Zu7cuSQkJNCpUycMDQ1p0qSJ\n6ufYuHFj9u7dS8OGDSVOXfatX7+esLAwVeEDBcVPx44d6dKlC1pyHZRKJU+ePOHGjRuq89Xkcrko\nfIQiRPFTCoorfnJyclAoFOjr60sVS6M8ePCAX3/9lfHjx2NiYqLWlpWVRVJSEsHBwdSrVw99fX2u\nXbuGrq4uVlZWEiXWPObm5jRq1IhTp05RqXIl7ty5Q1BQELq6ulSsWJHx48dLHVEjeHt74+zsTLdu\n3VTXTE1N6dChA3///TeJiYlqx7F4enqKifmvoHHjxtjY2JCamqpWhA8bNozbt28TF5NKcNg1QkJC\nSExMJCoqirNnz3L16lW+/fZbTp48iaura7Fzh4R3j5jz8xasWbOGpk2bEh0d/dx7WrdujYODQ7Gr\nlISifHx8mD17Nrt371a7npeXx5UrV/j666+pXLkyxsbGWFtbc/fuXYyNjfH29pYocdn35MkTsrKy\n1K4tXLiQFStWULlyZWrXrs0nn3zCuXPnOHnyJACzZs2iSZMmakO5gjo7OzsmTJiAnp6e2vUZM2ZQ\nt27BEQy6z7TNnDkTY2Pjlw7tvuuysrJwdHTE1taWQ4cOqa5fvHiRhIQEwu4XHF9hbGyMqakpzZo1\nY+nSpXz//fds374dDw8Ppk+fLlV8oYwRxc9bcPv2bW7cuEFCQgJQ/AovFxcXXFxcxOTGVzRx4kR+\n/PFHBg8eDMDZs2fZuHEjWlpamJub4+7ujpWVFQkJCYSEhJCRkUFcXBwZGRkSJy+bHj58SI0aNRg4\ncKDa9RYtWjBx4kTy8vJITU2levXqNG7cGC0tLX744QdCQ0O5e/euOILhDbRv357u3bujo6Oj1vNj\na2uLlpYW8+bN48mTJxImLNt0dXVp1KgRSUlJ7Nu3T3Xd398fCwsLqppVR0dHhzFjxtClSxdcXFzY\nvn07p06dolu3bowcOZJBgwZJ+B0IZYkY9noLVq5cibu7O15eXvj4+Kh2dC38H8DGjRslTqlZLCws\n1IZdJkyYwNWrV2ncuDGGhoZ07dpV7f6+ffuSnZ2t9pAR/mVsbEzr1q1xc3Mrtv3xo8c8ePCAn3/+\nmTZt2rB582a2b9/OzJkz2bBhg1hB94Z0dAom5T571MJnn31GvXr1iIiIKHZPJaGAXC7n1KlTzJgx\nA3d3d6Dg/LSlS5eSmZmJYSVj8vLyUCqV/Prrr6qvc3BwAArmDAlCIdHz8xbI5XIuXbrEkSNHCAoK\nAgqWBl++fFkMc/0/3Lt3D3t7e3766SecnJxwdHQkISGBiIgI/v77bwAiIyNZvnw5WVlZovB5ASMj\nI06cOMG0adOKbbextcHKyoqkpCROnz5N//79sbOzY/78+ezevZv27dtz7NixUk6t+QqLn//2+LZq\n1YohQ4ZIEUmjPHz4kIULF/L1118D8Ntvv7F69WrS0tKoXMkENzc31Q7QUDBUVr9+fZo3b65aqSi8\nuvnz53P9+vVyufGmKH7eAqVSyYIFC7hx4wYeHh6EhISQmpr63A0OATw8PESX7Eukp6fz6NEjYmNj\nSUpKIi4uDnNzc+zt7fH09AQKVtpMnjyZAwcOSJy27FIoFHz55Zdqb8f/paWlhYODA7Nnz2bu3Lms\nWbOGyMhIBg0ahIGBAX5+fpw7d670QpcThUWPKMzfjLW1Ndu2bVMddDxy5EgWLVpE48aNea9+G9UR\nF4UUCgVRUVFcvnz5hb/vQvGuXbtGWlpakY0jywPxF1jC9uzZw4ABA9i1axc9e/YECrq4K1SoQLVq\n1VAqlSxbtoxWrVqpDtvLz88nODhY7EfzEg0bNiQ5ORk9PT3y8vLIysqia9euGBgYqIYLpkyZgoOD\nA927d5c4bdkVFxfHqlWraNasGR4eHhgaGhbZt0dLu+AhbW1tjba2Nt9//z2enp6MHj0amUxGw4YN\nqVWrlhTxNVph8SPm+r2+48eP4+joqPaSaGxszOeff86hQ4c4dnYPWYo0tcLS0NCQkJAQNm/ezNCh\nQ6WIrdF27NhBmzZtVD2W5YkofkqYrq4uhoaGamP6NjY2NG/eHIDg4GCmTJlCp06dVMMGcrmc0NDQ\nIm8tQlG6urps2rSJli1bUqdOHdX1ChUqAGBvb8/kyZOliqcRqlatysWLFzE0NKRWrVq4uLhw4cIF\ntXu05OoP6QYNGqj2TQHUfvbCiyUmJqq2Zyj8GxfFz+u5e/cuH3zwAfXq1ePIkSPY2Nio2rS1tVEq\nlcQmPEIm//dnm5ycjI6ODpaWlmLV5xvS1tYul4UPiGGvEtetWzfmz5/PjBkzil3q7uzszObNm1m+\nfLna9QoVKqgVTELxAgICGDFiBFOnTlW7/t9lxcKLNWvWjFq1atGlSxc8PDyKtBfuR5WUlMSAAQP4\n7rvvaN68OaGhoaUdVaPt3r0bU1NT1QIH8YLzZuzt7RkyZAi3b9/mq6++UmtLT08nKCiI+rWb0KhR\nI7S1tcnJycHR0VE1MVp4Pl9fX86cOaN27dixY1y/fr1cDncVEj0/b8GKFSu4d+8emzdvZsaMGUXa\nP/nkEwlSlQ/NmjVj8eLFtGvXTu26KBxfn7a2ttq+STt27GDq1Kns2bMHGQXFT0REBLt27eLs2bPE\nxMTw8OFDateuLVVkjWNlZUXt2rVVPRWFRaVMJmPjxo0kJCQwZcoUKSNqBG1tbdatW4eNjU2RIe24\nuDgSEhJ4XCGaGpWt0dLSQltbm5YtW6r1EAlFpaSk0KdPH2rWrElYWBhQ0FPZuXNnnJycuH79usQJ\n3x5R/JSw6OhoDhw4wJYtW8SH2lugpaVVpNen8Lrw+q5cuYKenh4uLi4FD5DHj0lNTeV/tQ8tWrTg\n5s2b+Pv7s3fvXtq3by9tYA3TqlUrQkJCim2bM2cOT548YcKECaJ4fwUVKlTgu+++K3K9Tp06NGvW\nDLsqdXmSGomWlhZyuZz9+/dLkFKzVKpUiY0bN2Jpaam6ZmJiwtKlS7Gzs3vhIh1NJ/pgS9Avv/yC\ntbU1165dY8GCBcV+oIWGhjJ16lSxQ24JE2emvT6FQkGrVq344IMPABg3bhzp6em0b99e1fMjk8nY\nsmULf/75p2pFnfBmAgMDiYiIAApWhB46dAh/f39R+JQAHR0dZP8bUixuaDEpKYkjR46U64f5mxo+\nfDidO3dWuzZ58mR69+4NFOyin52dLUW0t0oUPyXozz//REtLCzMzs+fes337dpYuXcqJEydKMZkg\nFKWlpcU333zDzJkzVdf+O3dKJpNhY2Oj+iAUXuz27du0adOGU6dOFWnr1q0ba9euJS8vj8WLFzNv\n3jxatmxZ+iHLmevXr3P+/AUCb10Ein8RmjVrFl27duXgwYOlHU+jaWlpcevWLS5fvlzuXtjFsFcJ\ncnFxISYmhvfee++590yYMIEPPvhAtQxeKBnlcROu0uDl5VXsdSUFb8iFb8rBwcEcPXqU8ePHl9vV\nHyUhKCiIf/75h4CAANq2bavW9t133/HHH3+QmJioWhUq/P8dPnyYChX0qFzRtEhbXFwcjx8/ZvDg\nweTk5Dx3R3OheFpaWpiamqKnp1fudnUXPT8laMWKFQQFBb3w1GBTU1MGDRokNjl7RdeuXcPZ2Zm9\ne/cCBR9mxe3UWp5XJUjif6MD+fn59O7dmw8++IDJkyfj7+8vba4yrl+/foSEhBQ7L23YsGG0atUK\nLS0tJk6cyObNmyVIWP7MmTOH3NxcatkVbL+Qn5+vauvfvz8NGzakevXq+Pj4vLBXXihKJpNha2tL\n3bp1y90zSxQ/pUCMM7+5J0+ecOfOHSIiIlAqldStW5dmzZpx7do1atasSWxsLFC050ehUJCSkiJF\n5HIlJyeH69evI5fL+fHHH4v0ZghF1a5dWzX04u/vz5gxY0hOTgb+/SzIzMxUe0gLrycqKopPP/2U\no0ePkpubS4UKFZDLCh5nz/5cBw8ezNChQ8WZaUIRovgpAX5+fjg7OxfZK6HQs3+Mz/73hQsXmD59\nujgh+wU8PDyIi4vjyy+/RCaT0b17d7p27UpSUhJRUVHk5OQAFDkzbdSoUVStWpXw8HApYmus5ORk\nRo8eTXRMwR5V69evJzo6WjXkpa2tTVBQEL169eLKlSsSpy37fv31V3x8fFQ/K6VSSVZWFkuWLGHU\nqFFF7r948SIZGRmlHVPjHDlyhA0bNnDlyhUWLlxIzZo10dYqmDj+7GfByJEj2bhxo5hULhQhip8S\nEBkZSXBwMA8ePCi2/XnFz4oVK1i0aBEBAQFvPaMmMzX9dyx/06ZNqh6IlJQUqlatSkZGhmrYq/DN\nuk6dOjg7Oxc5tkEoKiUlhXXr1pGamsrVq1dZu3Yt9+7eAwqOt2jcuLHam/OyZcvYu3ev2K/qFSxd\nupSjR4+qtghQKpXI5XJMTU1xdHRUu/fYsWO0aNFC7Eb8CkaOHMm+ffuYPHkyLi4u6Ovro6NVMFn/\nvy9CGRkZohdYKEIUPyVg+PDhPHz4kC1btqitnCn0bMHz7NyUpUuXsmvXLtq0aVMqOcsbQ0ND7ty5\nw5UrV7h//z6zZs2iUqVKhISEMG3aNK5cuSLOS3sFPj4+fPbZZyxYsIB27dpx/PhxmjRtAhRsHqmj\no6P2e7to0SJ69uzJokWLpIqsMczMzNR20M7Pz0dXV5fRo0czffp0tXsDAwNp27YtH374YWnH1Dg6\nOjr06NGD4OBgPvzwQ4qK+MwAACAASURBVAICAth3Yhv5+flFlmW7u7vj6Oio6iUWBBDFT4kxNDTk\nn3/+4ezZs0Xann1wPPvf1tbW9OvXj2PHjvHee+9x69atUslanlhYWGBhYYGJiQkGBgYYGRmhra1N\nZGQkixcvJj09XeqIZd7gwYOpUqUKy5cvJyUlhY4dOxLzKIaMjAzCw8M5d+6cam4VFPzM9+zZIx7S\nb6DwRei/E/QjIyPx9vYmPT2dTp06SRFNI9WtWxcLCwsA4pJiycnJUU0jSEtLA8DV1RVXV9dyN2H3\nbdi5c+c7sw2LKH5KiLGxMRERERw+fLhIW+EHXn5+PitXruTkyZNq7Tdu3ODSpUvcu3evVLKWJ9Wq\nVaNOnTpoa2szffp0Hj16hIODA8uXL8fLy0vs8voKrKysmDZtGsOHD8fIyIjg4GDO/nOWe/fu8dFH\nH/HgwQPq1asndcxy4XnFj52dHb/99hurV6+WIpbG0tfX54svvsDc3JyPu3+Bgb4hGRkZzJ8/HxMT\nEy5cuMDq1as5cOCAOFftJTIzM/noo48YMWKE1FFKhSiFS9DmzZvZunUrR48eVZsjUfhBl5GRwdq1\na7l//77aMQFTpkyhXr16Yn7Ka9q2bRtPnz7FwsKiyMNkypQp2Nvbi/2UXtGzh0U6OTlRv0F9UBb8\n7j679T1AeHg4x44d49NPPxVv06+pcD5KcftSffzxx6UdR2Olp6er9klatWoVcXFxoJSjq61Heno6\n1tbW2NnZvXDbEaFAdnY2W7ZswdPTkx07drwz2wGIUrgEhYaGEhwcXGRyXeEHnZGREUuXLlV7u8vM\nzGTq1KkMHTqUdu3aFZmsJzzfiBEjVL1l/102bGNjw6RJk9DX15cimkZJTk5m9uzZ3L17FygYLnB2\ndkZXV5dp06YVOUV77ty5jB07lr///luKuBqt8LNAbMr55jZv3kzFihXZs2cPAGPGjMHY2Jgth1YS\nH59Aamoqw4YN4+7du9StW1fitGXfzp07GTVqFIsXL2bAgAF07NhR6kilQhQ/JeC7777j/fffZ/Hi\nxTx58oRatWqptT/bK+Hu7o69vb3q34GBgSxbtgw7OzuWLl0qds99BTExMSxYsIDt27dTp04dAgMD\nizyghVd38OBBvv32W3755Rf8/PwwMTEh5E4IWlpaaGlpcfz4cbW9qry8vFi0aJHY8+cNFE7GzSmH\nZyWVlipVqmBra6tazODq6oqtrS0uDs0xN6mq2lPpWWKvtefr0aMHM2fOZMyYMVJHKVWi+CkBly9f\n5tKlS6SnpxfbzVrchOfw8HAcHBzYvn07+/fvZ9++fUycOLHUMmuytWvXMnPmTJ48eYKxsTEKhUI1\nuVF4fX379mXdunV4e3tjZmaGg4MDhoaG6OnpYWpqSkxMjFpPhb29PVOnTi1yDpjwcln/m4ybKfby\neWNdunQhMjISd3d3oKDnsnLlyozs7oUiN59Hjx6r3b/s/9g77/Cm6rYB3ydJk3Tv0gWlLS20tGW1\nLEGGIAoKqIgDUVz44sCBgvr5isCrCAKKiqDIBkVEtgKWLWVToFAKpXvTlaZt2uzz/ZESqeAG0kLu\n6+Iy+Z1zmueJJ+c855mzZ+Pk5ERycrItxG3yeHh4MG3aNMLDw20tyg3FbvxcA1avXk1+fj6BgYFX\n3X75jePS6wULFpCVlcX8+fO59957f/dYO1fywgsvMHfuXEaPHo0gCHTp0oU5c+YgiqI1dGPnr6NQ\nKHjmmWfw9vbmxx9/ZMmSJYSFhwGWXKCdO3daPZLFxcX4+/vb81N+B6PR+IdVm5eMHntj02uD2Wxm\n//79SAQZJZWF7Ez6iT17djfaR6lUWqtA7di5hN34uQbI5fI/TBK7PI/n0uvHHnuMiIgIPvnkk+su\n382Gr68v48ePx9XVFbDMnzGZTMydO5fIyEi+/fZbG0vYPNmxYwdvv/0248ePt94oNmzYQOfOnTl5\n8iRgqa4JDw8nLCzMlqI2Wd5//31iY2Ot+Si/5VLrBXsX52vD6tWrWbBgAQUFBfh6BNA2NBYvL2+r\nNzgxMZHnn3+esrIy4uLibC2unSaE3fi5AVxu/Fzy/MTFxZGens5LL71kK7GaBenp6bzxxhtUVFRc\nsU0URevNJCUlhfXr1xMfH090dPSNFvOmQCqVApZz89Jsqnbt2tG3b1+CgoIAi4v8xIkTTJs2zWZy\nNmV69+7NgAEDiI2NbbT+6aefMnLkSNQNxRAZWVlXtLyw8/ucO3eOtLQ0wFLJOXDgQPR6PX369KFd\nu3a0CghH4aBkUM8HMJmMJCcnM3nyZO68887fNUTt3NrYjZ8bwOUdR3/bfdTOH7No0SJmzZrFjz/+\neMW2uXPnkpyczMWLFzl69Cj79u1j0qRJdOjQwbpPVVXV744dsdOYAQMGsG7dOo4ePUpuTi4A3bt3\n55FHHrHn9/xF+vfvT2JionV0xfr165HL5SxatIgNGzZQq9EgMRo5e/bsVWd72bk6PXr0oEePHgAc\nOHCAo0ePotPpCAoKon10e4J8QwBQqVWcP3+eN998k5EjR/LEE0/Qs2dP+zXAzhXYjZ8bwOUGT3V1\nNd9//7095v8X2LRpE1VVVSxatIiHH374iu3x8fG4u7vj4uLCww8/zIEDBxgxYgQA5eXlJCQk0KFD\nB9q2bUtVVdWNFr9Z4uLiwtmzZ60VM3v37uXZZ5+1N9/7hzg4OODk5MQ777xDUlISCoWCQJmMtm3b\nMmPGDFuL12yYNGkSo0ePprS0lFOnTllDr5MmTaK8ohwnuaVHWnhAFCEhIdx///1069aNpUuXcuDA\nAVq1amVPMbDTCHsG2A2grq4Os9mMSqVi8+bNfPfdd7zzzju8+eab1kZddq5k/vz5bNu2jZdffvmK\nqcxff/01O3bsoH379mi1WqRSqfXJECxG5pkzZ4iKiqJnz564uLjcaPGbJQMHDqS0tJRJkyaRlpZG\nr169CAoKsic4/0Puueceq+F9/vx5dDodgl6Pn5+fPTz7N2jXrh1vvfUWSqUSiURiTSWor6+noqIC\nqb/l+uDq6E3Lli05f/48ZWVlrFmzhurqarp06WLvUm6nEXbj5xrwwQcfkJKSwsqVK5HJZBQXF6NS\nqTCZTMTGxlJbW0tJSQmZmZkEBwczZswYZs6cyZEjR9i+fbutxW+yREZGkpiYeFUv2fr169m2bRtt\n2rQhPT2dFStWMHToUOv2Fi1a8PLLLzNq1Kgr8i/s/DE+Pj5cvHiRgwcPEhoayqpVq2wtUrNn1apV\nHDx4kHPnznG0upqIyEiOHDliN4D+InFxcQwaNIjbb7+dFStW0K5dO+tvPi8vD7nRneigbshlCmrU\nGj777DN0Oh2LFi3C39+fgoICW6tw07Bx40amTJnCypUrm/X5azd+rgFbtmzh5MmT1NTUUFNTQ0RE\nBDKZDJPJhFqtRqPR4OXjR22dlri4OKZOnUpZWRm9evWytehNmpiYGNq0aYOHh8cV27755huKi4t5\n/PHH8fDwoFOnTo2279ixgxkzZlBZWclXX311o0S+aVAoFDg6OjYa02Ln75GTk8OOHTt48skneffd\nd8nJySEsLAylXk96ejqTJ09mzJgxthazWRAWFsa2bdsAS5NTiUTCDz/8QF5eHq6urnSN6mfdN7hF\na2rrqrlw4QKrV6+mdevWNpL65uTs2bOcOHGC/Px8u/Fzq7NhwwY6derEww8/zNq1a+nTpw/Ozs5E\nR0ejUChQq9U4unkQ2cEPuVyOo6MjW7ZssbXYTZ5nn332d5NC3d3dcXd3R6lUEhsbS8+ePRttHzx4\nMF9//TWDBg26EaLedHh6ehIfH0+/fv3+fGc7VtRqNf369WPw4MHk5eWxYsUKWrZsyYYNG1i2bBnH\njhzBuayMCoOBO++809biNksuDSh94IEHmDp1KsuXryCnOIP2oV2pra/Gw9kX0Syye/du3nrrLfz8\n/HjuuecYPXq0/YHzGvDmm28yZsyYK2b+NTfsxs81wMPDAz8/Pzw8PBAEgZ9//tm6LSUlhcWLF+Pm\n3xqluxsVFZU2lPTm5Z133qGoqIizZ8+iVCpxcHDg6aeftrVYdm4x6uvrycjIIDMzk7ffftvaKkCh\nUODm5oa7RMK7sXF8KtDsbx5NgZqaGgoLCsjJziEqpBOfrHkLX88WVKhLWb16NQMHDiQhIYFjx47x\n9ddfU1BQYP/e/yWCINwU36G92usaIJfLOXHiBMHBwXh7ezfq8Lp7924yMjJQqdWIDo6UX6VfjZ1/\nj6OjI46Ojtb+NHb+HZdmIdlnIv09li5dyuTJk1m1ahWxsbG8/fbb1jYB+Xl5eJnNSAUBn4b3dv4d\nWVnZuDp7EOQbioerN0G+rXF38UYqleLl5UVGRgbHjh1DqVQSHBx8ReGEnSu5VX7zduPnGtK6dWva\ntGmDm5ubde3FF1+kR8/b8GsTh1nuRGVlxRUTyO38e2bNmkVqaqq9H8014pIReelcLSsr44UXXmDr\n1q22FKtJYzabmTJlCh9++CEjRozgxIkT1m2iKJKfn49Pw3tvoKCgoNG1QBRFzp49e2OFbiZotVqy\ns7OZOnUqR48exWAwcOHCBQoK8jGZTNTrNMikDrzy0If06nA3HTp0QK/XExISwoQJE/jmm2/Izc39\nw078dmD48OG0atXK2jz2ZsZu/FxDXnrpJVJTU2nVqpV1zWg0IpNKQOmKKHfBaDBc0XMmPT2d1NTU\nGy3uTcWl2VN2ri2XBvF+8sknfPHFF9Y+SnauzsqVK3nppZdYv349O3futK5XVFRQV1/PpVuvD6DT\n6ykrK7PuM2/ePNq3b8+SJUturNDNgEcffZS2bdsyefJkevXqxdChQ+nYsSMnT57k/v5PUqoq4v++\nfILPvv8/lmz+iPPnz7Nhwwby8vKYNWsW9913n61VaBa4ubnh5uZmzau6mbn5NbQxBQUF5ObmUqOu\nQlRYes2cOnWKYcOGkZiYCMDtt99Ot27dbhl34/Xg0mgGO9eGS+fipXEs48aN44EHHrA3O/wDPvnk\nE0aMGEFoaCi//PILr7zyCgATJ07kzTffxGQyIWlo23Cphi4zM9N6fEJCAn369LmictEO9OzZk969\nezNnzhxiY2Np3749MpkMnU6Hs9wDuUyORCKlbauODEx4AJNR5Ouvv6ZLly62Fr1ZsXz5clJTU3F0\ndLS1KNcde8LzNeLkyZOcO3cOFxcXxo0bx/Tp03nsscfYs2cPeXl5eEiOEN7aMljv0KFDbNq0iYiI\nCPr164dSqSQgIMCer/IvuBWeVK4HBoOB2tpaPD09AUvoZteuXRhNRut2gODgYNauXWszOZsDXbt2\npW/fvnTq1ImYmBjWr19P586d+eqrrxAEAZlMxlvl5SztEk8LJ0eMRiPTp09nxowZREdHs23bNrKy\nsjh16hQdO3a0tTpNitdff53XX38dgFdffZWPP/6Y6upqFAoFfu5BzB7/faP968VqUtIP88ILL9hC\nXDvNAPsd4xoxbtw4HnnkEY4ePUpBQQFPP/00ZrMZT09P2rZtS3CfhxEVblRXV1NRUUG3bt0YPnw4\nRqMRvV5vN3z+Jfbv7+9xqeP4qFGjCAoKsjaBW7VqFQMHDiTlVArwa9jLzp/Tq1cvdu/eTUxMDIcO\nHeL++++nd+/eODg48MgjjxDo5UVXLy+85XLOqKrQVlayZcsWqzdt3rx55Ofnc/ToURtr0jQpKSmh\ntrYWAH9/fwBkUgf+78sn2JO8Cb1BR7m6hE2/LEMiyujQoQNPPvmkLUW204SxGz/XiOnTpzN37lxr\nN+Jhw4YhkUgoKiqiRUAgcp9WGLT1nDp1ikWLFnH48GGOHTuGRCLh8ccf58SJE/Yn66swYcIEZs6c\n+af72W/Sf4+JEyfi5+eHr68vnTp1wmQycfz4cfr06cOoUaOQSCWUlZVZPT92/hr79+8nJyeHTp06\n8dZbb9GpUyfc3NwoLiqiR4sWfNg+hnM1Nbx+5jSqsjJCQ0PZv38/99xzD7/88gs7duywz6C6CpWV\nlYSHh9OvXz80Gg133nkncXFxtAvtiK9nIJ5ufqzY9glTFo1l1/GNHD29F4PBQHJyMlqt1tbi22mC\n2MNe14i+ffvi4+NDaWkplZWVjBkzho4dOyKXyzmXnkGrNkNwcPXExcOLVq2C2b17N5GRkYSGhuLn\n58ewYcOIj4+3tRpNCr1ez/z58wkMDGTixIl/uO8l46empobt27czbNgwexL0HxAZGUl0dDQTJ04k\nJCSEBx98kLVr13Ly5ElWrlyJg4MDZrP5CuPnyy+/JC0tjTlz5thDjb+hsLDQmr938OBBPvjgAwBU\nKpXl992wX6SrK/f4+3NYraasspKAgADc3NwIDQ3lwIEDVFZW4ufnZztFmiCVlZXU19dz7NgxXF1d\neeKJJzhz5gxms5m3n/icLftXkpp9DICwwGguFKSQeuYso0ePxmg0MmfOHF5++WUba2GnKWE3fq4R\nubm5dOjQgf79+5OYmMi4ceNISUnBy9ubGrUKTUkmhkw1tVWVnKurJTg4GIPBgJ+fH25ubmzYsMHW\nKjQ55HI5J0+e/EvJd5eMnxkzZvD++++zZMkS++iAP2Ds2LGMHTvW+v6hhx5CoVAQFhYGQI+ePais\nqMRgMKDX61mzZg379+/n4MGDnD17lnfffRcvLy9bid8kUSqVDBkyhIceeqjR+qW+Xy2BYq2WUp2W\n1yMi+Sg7ix8LCujVqxc9evQgLCyMwsJCXn75Zbv35zd4eXkRGRlJRUUFoiiydOlSANqHxuPv1ZKc\n4vOYzJY8tQp1CWB5eNLr9QDMnTvXbvz8A27mIhy78XONaNGiBXfccQf3338/ZrOZb7/9FmdnZwRA\nECQUH9qMrrwAF59AasuLePDBBzl69Cjx8fHs3buXffv2cfvtt9tajSZHZGSk9fWaNWvQ6XRXnTB+\n6SI3atQoqqqquOuuu26YjDcDI0aMYMSIEQwfPhzA0g9FhMWLF/Pee+8RExPD/v37SUpKwsnJyW74\nXIU5c+awZcuWRmXVy5cv5/3338fTzY1AR0dePX+OM9XVfNGhIy+GhJDl6EhMTAx5eXmUl5czduxY\nxo0bZ0MtmiZeXl6cO3cOgOzsbLp27UpEqxge7fsaAI/c+SKbk1bg5uRJx4geODu6IVfKOJK1lYce\neohhw4bZUvxmxZEjRxgxYgSzZ8/mgQcesLU41w278XON2LhxI4mJieTk5PDhhx/i4+NDQkICu3bt\nQpDJ0JVbEkrlbl5QXoTRaCQsLIwXX3yRgwcP8tJLL3Hq1Ckba9G0GTduHDU1NTz22GNXJDhfMn6i\noqL4/PPPbSHeTUFaWhoAkW0tRqerqystW7Zk8eLFqNVqe+nwHzBmzBh0Oh2HDx/myJEjLFiwgL17\n95Keng7A6pDWjAgMokKnY/ypk6zu2o1Wcjkb1q2jd58+PPfcc8ydO9fGWjRNRFGkuroad3d3NBoN\nUVFRdA39dTZaTFgCMWEJjY7RG3WklSahUCgaPUTZ+WPUajUFBQV8+eWXODk52Vqc64Y9aH8N2Llz\nJ6WlpfTt25cLFy4giiIBAQGsXr0arVZL+MDR+CXcjU+H/pgbvvKoqChSUlKIi4vDzc3N/uP8C6xb\nt44tW7ZctbJLp9PZQKLmzYYNGwgKCiIpKcm6lpKSQkpKijXX56677uLUqVO0adPGbvj8CQUFBSxc\nuJB169bxww8/UFxcTGFhISEhIfg5OWEwm+nh5cXwwCDivbxwkck4lZPDiVOnWLZsGcuWLbOfx1dB\nFEV69+6Nt7c3ycnJ7Ny5E6lERpBnBABVNRUs3PgB5/MsD49ZhWeZ/c3rFJfn4evckmnTpjFu3DiO\nHTtmSzWaDQMHDuTw4cPs3Lnzpn6QtBs/14CxY8cyfvx4Nm3axLFjxzh//jy//PILU6ZMITAwkLLz\nx/GKuo2avLOYGsrf27VrB1gumOXl5WRlZdlYi6ZPnz59Gk3CNhqNFBQUUFtbS319PXv27LGGZ+z8\nOZWVlZSUlKBWq61rCoUChUJhNX4uedTs/DkmkwmdTsfkyZMJDAxkyJAhbN++HYPBwKOtWrE8P4/P\nszIp0+mYFBGJUirltYbE8/DwcNRqNe+8846t1WhylJeXk5SUhMlkYtmyZexI3EFVaS1fbniflIxD\nZBWlkZJ5iO92fIG6tpKi8lxyStIpqcjD3z0clUrF8uXL6d69OxX22Yp/iYSEBLZt28a8efNsLcp1\nw278XAMWLFjAvHnzcHV1pUuXLuh0Onr16sXhw4ep1+qoyjxJcdJaDLVVSBXOKJxdWLlyJUajkYsX\nLwKQnJxsLyv+A7Zs2UJCQoI1LAOQlJREdnY2ubm51NXVkZ2dTWpqKrm5uTaUtPkwcuRItmzZwt13\n391oXRRFDHrLuWj3RPx1BgwYgFarZcyYMahUKi5cuABA++Bgeri50dXDkxR1NWuLCjlYWYlRFOnq\n4ko7X19rh/Kvv/7alio0SXx9fVm2bBnx8fGEhoZy8NBBTqYd5XzuSVIyD3M68zAAZVXFZBWlcVvc\nXUx+6iu6tb+DsBYxREe1x8nJiaeeesrazNPOnzNo0CBatmxpazGuG00u50cQBGdgL/CeKIpbbC3P\nX+GHH35g4cKF3HbbbXTo0IGdO3eSlJSEv78/YR26I+10H1nr5yBIZbTs/xin579ESUE+e/bsISoq\nCmdnZ/r3728f0fAHpKSkcOzYMXJycoiKigIgJiaGNm3a4OjoSH19PU8++SRDhgyxlwn/Rd555x3m\nzp3L4MGD+fHHH63rOp2OkpIS3Nzc7J6fv0lWVhZxcXFER0dTUlKCQqGgo4MDJp2erDoN5Xo9g/z8\nOKqq5KML6cyN64CnVEKaVsuTTz5JaGiorVVocoiiSGpqKq+++ip79uxBq/3VIG/XqiMODgpMZiMR\nwR1Y+tMs+ncehpuLJ2k5J6itU1NYlo1ZNNO7d297e4a/yc1c7XXdzwRBEBYLglAqCMKZ36zfJQjC\neUEQMgRBePOyTZOANddbrmtJ165d6dmzJy1aWCb2HD58GKlUip+fH3q5G/qacmRObri2jEarKgYs\ngzh79+5Neno6Go2GzZs3M336dFuq0aR56623yM/Pb+SlqKuro6amhtOnT5ORkQFgN3z+BsOGDUMu\nl1NUVNRofd++fVy4cIGcnBx7g7i/iVKpxGg0curUKQwGAwaDgUhRpESnpVyv5zYvbwQEdpeXIwL5\ndXXsycggLS2Nbdu22cMyV2Hfvn3MnDmT559/ns2bN6PR1CKTWJ7bT6Qn0aFNd566ZxLRoZ1o4RmE\nj4c/F/LPkJ6XQkllPmbRTPv2MfZz+R9wMxs/N8LzsxT4HFh+aUEQBCkwDxgIFABHBUHYBAQBZwHl\nDZDrmvHUU0/x1FNPAZCamsrMmTPp1asXgiCw/6dvEBvmJEnkCjK+/wgkUkJDQ6msrCQ+Pp6+fftS\nVVVFt27dbKlGk0YQBIKDgxut1dXV4erqilartXvN/gH9+vXj4sWLKBSKRusxMTGEhobi4eFBXX2d\njaRrngQGBiIIAmazGaVSSUx4OOFSKRIPT1YndMVXoeB8TQ11JhMOApQb9Ixt1YqldXVkFxc3mvJu\nx0JERARRUVEEBASgqa2nrkZPtaaSe257jM6RvVmwfhqV1aU82P853n7ic/JLM9Hq6xnRbywOMjlm\ns5kzxXtZv249o0aNuqkrmG4UoiiSmJhI165d8fDwsLU4/4jr7vkRRXEfUPmb5a5AhiiKWaIo6oHV\nwDCgL9AdeBR4VhCEZuejjIqKYvbs2Tz99NOkpqZaDR+FVyBK70AUXgFgNlFeXk52djZhYWHs3r2b\nEydOMGDAABtL3zzo378/ffr0oby8HLPZTNu2be2zvf4BzzzzDGPHjr2iiaTBYCA4OBhnF2fq6uus\njQ7BctFbt24dW7duZfv27bYQu8kzePBghgwZQreuXWkvlfLwkSNsKS7CX6lEANJra3m8VSvc5XKW\n5OZSazQxMjiYLl26MHv2bFuL3+QIDAzk3Xffpbi4mLZBXVDIlfi4+9MjZiCCROBs9jGKK3K5kJ/C\n9sNr+GrD+2zYt4SauiokgsCaXfMxa2XUamrZsqVZZFI0GX5vbNDWrVsZNGgQb7/99g2W6Nphq5yf\nICD/svcFQDdRFF8EEARhDFAuiqL5twcKgjAWGAvQqlWr6y/pX+Shhx6iuLiYvn37cvHiRRYuXIiD\ngwNSpTMmrQadqpja/HME932Y3J++IiAggLVr17Jy5UpycnK47777ePbZZ22tRpNj+fLlnDp1ipkz\nZ1q9OyqVCpPJxPbt28nKykKr1VoHHv6Ww4cPExYWhq+v740Uu1mwf/9+1Go1oig2Mh7r6hq8PUqo\nr6snPj6e2tpaPvvsM/Ly8hg3bhwuLi5oNBpqampwdna2kQZNkzvvvJPc3Fz2799PrUpFqU7Hwpwc\nHKUyghwd+SQzg+6eXrwW0YZApSO9vL35KD2dg2VlPPTQQ+zcuROZrMmlY9oMo9HIo48+iiiKlBWr\nqK5VERIQiZuzJXn57THzyC/NwNPFl683fYBGa7kWeLn5UVZVTErGIRwVzgS3bsWyZcu5++67cXV1\ntaVKzQaz+YpbMADdunXjmWee4dFHH73BEl07muQvTBTFpX+w7SvgK4D4+PgmE5Dcs2cPpaWl/PLL\nL8TGxiKKIj4t/HG74znqCjNw9G+Nws0HmaMLsePm4nz6BzZu3GgtcT948CD33HMPAQEBNtakafH5\n559z/Phxhg0bRnR0ND4+PiQnJwOwfv16WrduTdtgr0bGz759+3j77beZMGEC999/P0OGDLE/8V2F\nY8eOYTabr/CaaTQaywtnqKuuIzw8nMrKSoYMGUK7du2YMGECPj4+uLm52Q2f31BSUsJ//vMfPDw8\nGBIXx7OtQ0lVqThXW8ui3BxWxifwcngbIl1cWJNfQJKqkggXZ9ylMhBF9u3bx7Rp05gyZYqtVWky\nnD9/noCAAEpLke+WXQAAIABJREFUyyivugiIeLv5W7fXaWv4bsd8dPp6JIKUhHZ9CA1qh9xBgSiK\nvDl6Lj4eAdQZ1CSmrmDZsmW8+OKLtlOoGfF7xo+3tzcLFy68wdJcW2wVVirEMurmEsENa82WadOm\n4e7ujkQi4eOPP+aRRx7FLzyOc0v/j8q0A8hdvZAqnFBnnqRw3xqqtGays7MJCQmhU6dOaDQaEhIS\n/vyDbjHWrl3Lpk2b6N+/PyNGjAAs+T+CIGA0GmnZsiUhXnJqa6qtxyQnJ5OUlERlZSXPPvssTzzx\nhK3Eb9IUFBQQHx/PsmXLGq1fMiRrdbUkJyfz+OOPs2fPHubMmcOMGTOYNWsWb775Js8//7wtxG7S\n+Pv789Zbb+Hq6kp7g4F6k4nShnYBQwMCkAgC9wUG8mbqGdYWF1Gs1VJcr+Wl8HDeS0hAKpUyY8aM\nmzrR9O8giiL/m/Y/qlRV+LoHIAiW33/70C7oDTou5J9h57H16PT1KB2cMIsmjp7bQ27xBb74YTJz\nVk9kS9JKftj9NZ5OLQj1ieWHH9aRn5//5x9+C1NSUsKQIUN46623qK+vt7U41wVbeX6OAhGCIIRi\nMXoexpLn02zJzMxErVbz7bff4ufnR05ONtKADggyObUF5zn9xXh8Ow+kviyP2vxzuPcfgSAI5Obm\nsm3bNubPn49S2azyvK879fX1HD16lIEDBzJ69Gi6d+9OQUEBHh4euLi4UFtbi9lkwlVmoKKmxnrc\nk08+yXvvvcd3333Hzz//bEMNmjYqlYrMzExef/11IiIi6NmzJwA1NTXk5+eTk5MDwK5duxg+fDiv\nvvqqDaVtPsycOROTycRhg4EZ5eWojUbuCwjg4eAre6bc6evHjAvpZNfV8WxYKN07diQsOtqew9bA\njh07SDuXRl19HXX1eXi5+eEglbNoy4co5Y5o9fV4ulhC2jrDrzfp01mH0Orq6RTZi6zCsxhMerKK\nzjLs9ieQCFK++OILe3XtH3D+/Hl++uknwOLliY6OtrFE154bUer+LXAQaCsIQoEgCE+LomgEXgS2\nA2nAGlEUU6+3LNeTkSNH8tRTT1FcXEznzp05c+YMRhc/RKMlUVRwkCNzdCHkrmdoM+INtEYRURSZ\nMGEC7dq1Y+7cucyYMcPGWjQt5s2bx4gRI1i8eDFLlizB29ubsLAw6+DImpoajh8/ztKfz1BzWdhL\noVAQFxdH+/btmT17Np9++qmtVGjS9OjRg88++4zy8nIKCgowGi3J+Wq1GqVSiaOXI9HR0bzwwgs2\nlrT5MH78eEwmEwIwoEULJIBcIiHGzd26T5XBQI3RiAD09vFBAnxXWMC+0jKyz59n9erVfP/99zbS\noOlQVVXFZ59+RuuASPp1tgzc1Rv0XFQVIAgStHqLsaOqtVTIiVi8ZWGBUUQGd8AsmrlYWcDgHo8w\ntNfjXKwsQFNXQ5R/N5KSkti7d69tFGsG9OnTh+TkZF577bWbttHhdff8iKL4yO+s/wT8dL0//0bR\npUsXFi1ahEJhiTP7+Poh9WmNe3hn1JnJiAYdZSd2oFWVENhzOPrqCiQSKd999x05OTl4eXkxb948\nHBwcbK1Kk+H+++8nMzOT4cOHo9VqefDBBwFo3bo1YDF+vD1c8XM0kZObR2VlJV5eXiiVSvbt2weA\ni4sLCoWC8ePH20qNJkdaWhpPPvkkkydPZujQoQwdOpR169bh6OjIrl27UKvV+AX44fWAF9J90pvW\n7X2tSUtL47PPPkMikfBudDRuMgdURiOOEgl7ysro4eXF2qIiOrm74y2XU6HX81H6eS4FuL4tKKBI\nYzHily1bZj3fb1U++eQTqmtqGBA1jFpfDRqtmtMZRwBQOjhRr69FJnHAaLZ0I/f3aombsyfp+SkA\nSAQJReU5nM9P4ckhb9AxoifOjm6YzSbyVeeZ9dEsOnTo0GxLta83nTp1ws/Pj6NHj9palOtCsysl\nb6rodDr27dtHUFAQQUFBlKvUGOprCb/vZfwShiB398Ns1KM6e4CcrQvxietDy/adKSgoYN26dSxa\ntKjRgEk7EBYWxvz585kyZQodO3bk8ccfp1WrVrzyyiuAxfjpH9+WqEAX0tPTmTNnzhV/Y//+/eze\nvftGi96kycrKsg4uDA0NZfz48Xh4eODr64uzszNVVVVo9Boyt2Wi0+moqqqytcjNAj8/P4KDg7kj\nMpKc6hoyNbV08/Sk3mzml8oKHj9+jMW5Ofz37FlcGyoXNSYTZkCOwAVNLfEeHrT08EDb0MDzVmXP\nnj3s2rWL6IAeeDj5Eewbyui7XsXfuxWCIKFer2Fw90cxY0nI9fduSUllPhdVv6aOmkUzDlI5jwx8\ngaNnd3M6y3ITl0ikdG19NzW1tXz88cc20a+5cLWRS0VFRQwbNoxt27bZQKJrh934uQZcempeuXIl\n2dnZFBUVUaMqR5Vu+bEF9R6BU4sQ3MM74xnVgxYJgwEoSLdE+kRRxGw2M27cOJvp0JSpra2lpqaG\nzz//nB07dvDggw+ydOlSqqvVOMtM9Axzx8fHh4EDBzY6bsaMGSxatIjY2FgbSd40GTJkCDk5Obz7\n7rsMGDCAfv368fjjj1NUVMSqVauYNWsWebl5XDx+EZVKRWFh41qEEydO0K9fP44cOWIjDZomiYmJ\nhIaGcp+7O8vyclmck8MRlQpZQ/5OuV6PXBCoMxlRGQxIgUtdVPQN/p9QJydmxsaiNxrZuHGjbRSx\nMVVVVcyeNRsvZ3/a+XcFoLyqhOPn9pFdnIYomukRMwCzaMZsNiGTyvFxD6Btq45EBMXgIFPgpHBF\nJnWgbUhHlHInvt/9FWt2zLd+hruTL+0DerJ792527dplK1WbPJdC4ZeTmprKpk2bmn2fryZZ6t7c\ncHNzw9/fn/vvvx+5XM68efOQObtTsHMFLkGROLh6UZ19GrNRj8zRldAh/wFAkFpCXIMGDUKv1zN8\n+HBbqtFk+f777629aFJTU0lPTycrK4vqqioCZCKn81WUl5ezceNG+vTpYz1u6dKl5ObmMnPmzCsa\n+d3qhISEAJZmZZdYv349n3/+OXq9HleJK+2eaUfRmiKee+45hg8fjrOzM2lpacyZM4c9e/bwxBNP\ncPjwYdzc3GylRpPBaDTy/XffESoIRMsVfNg+hiOVlWy5WILusnJhJ6mMCBcX4j08WJCTjQQQG/4B\nfF9URJamjtaREaxds4aRI0cil8ttoZJNEEWRWbNmUVtby4Co+5BIpOgNOqYvfwkXJ3dcnTxo5RdO\nQWkWB0sTGdT9YZJStlJUnkNldSmCIEEUzTgqnJg6dhV5JRc4fm4fY4e9w2/bxrUN6EqhOoPZs+cQ\nFxeHj4+PjbRuGuzYsYPvvvuOWbNm4e5uyVG72kiQgQMHkpycbJ2x2FxplsaPIAj3Ave2adPG1qIA\nMHv2bCoqKrjvvvsIDg6mfXxP6lt2o644g8J931Ffmk/b0e9x8dg26oozqclLw7VVFKFDX6Rk+wJK\nLl7k1MmTxMTE2FqVJsul6pfu3btTUVGBm5sb3bt1ZUd6Kg6CCUEQrvgx7ty5k7q6Orvh8xepqKjA\nYDDQMqQlXrFeOMc5U/1zNYZ6A/7+/mg0Gtq3b8+ZM2eIj4/n5MmT1v8XtzqJiYmUVVTgXVbGDlFk\nV1kZByp/29geqowGjlapGBcWxlc52QiAk1RKtclEqJMT1QYDx9VVuBcWYlAq2bZtG0OHDr3xCtmI\njRs3sm/fPuKC++DuZKnicpDJCfINJbv4HKPveoWfDn6LqtqS5PzzoTWEB0eTUWAZHenm7AmiSE2d\nmlmrJqAzaFHVlBHgHcLExxqHxSWChK6t72ZH2gqmTZ3GnI/n3NJjclasWMHy5csZPXo0t99+O2BJ\n57ganTp1upGiXReaZdhLFMXNoiiOvWSd2hp/f3+MRiNarZaMjAyKSi4ic3QhsNcIHFw8cHDxIP2b\n/6EpOI+2LJ/KcwcBcAmKoN3gp9A0VCrZJzo35sKFC6xfv56XX36Zp59+2rru7u6O0WiktKycUnU9\njg4C7u7uVww1DQwMpKkYyM2BZ555huzsbIIDg3Fp6QJAeOdw2rVrR21tLaIoEhwcbPX85OTk2M9Z\nLF6f5UuX4mEwsPDcOWZfyOBAZSUuUilDW/gTrFQiAS6VMvgrFGwpLibUyRkjUN0wQsBXLufDmFjG\nh4Xzn+BgggWBlcuXXzX0cDOSkZHBZ59+RoB7KG39f+15JggCfToPRe6gZOW2T/H3aom5wYsjkUiQ\nSqQ4yOQ4yBQgitzX52nMoomSynzUtZU4KVworsjly/X/u+Iz3Ry96dTyDk6cPMHKlStvmK5NkY8/\n/phdu3ZZDR+4rNt7AwaDgTlz5nDmzJnfHt7saJbGT1NjyZIlrFu3DplMhoODAwazQPo30zj/7ftU\nph4guO8jmHR16CqLUXgHEXT7Q9ZjTV6hFBdbJr3fqjH+32PcuHHcf//9rFu3jk2bNjVq/KZWq60e\nh9vDXYiNjUWtVlNSUmJvEPcPOHXqFHPmzCEyMpKjR49y5sczaAo1mJ3MODg48OKLL/Loo4+yceNG\nXn31VRQKBeXl5bYWu0mwa9cuCouLudvBgdfatGFkUBCtHB2pNZm4oKmlQKvFDBgAAfBxcGBdcRGl\neh3Ptm7NwIbRK0eqqvgk4wL9fH3xUyjpK4qUlJbeEr2q6urqePe/7+IgVZIQOrhRn6PMwrMs+2kW\nomhGxIxC7kjrgHbIZQpcndy5WFmIwajHYNSj0daw9KePrMeaRROt/CwPQLkl6Ve9NrT2iSHEO5rF\nixdz8uTJ669sE8XLy4t+/fo1Wru8c75OpyMpKYkJEyYwderUGy3eNcdu/FwDVCoVEydOxGg0YjSa\nqC3KAEGCpjAdRDPVual4RlsayOkqCtEUZQCW+HZ9XS0SuSOCINj7qfyGhx56CLlczlNPPcXZs2cb\nXRDvuOMOsrOz+fyxaN6+0x9nB4EDBw4QEBDAhx9+aEOpmyfPPfccEyZMQK/XI5VKUeepqc2rRVSK\n7N69m7Vr17Jq1SrkcjmlpaX4+fnRsWPHW74fjclkYtmSJfgLAuFmM24yBzaXFJPX0B4greHmoZRI\ncJXJEIB7AwIBaKFQ8lBwS3p6e1v/XmpNDRuKiwCIBAIFgeVLl9703p85c+ZQWFRI19aDUTo0nrqu\nkDviqHDGYNQT4N0KR7kz7UO7MPnphXRq25vbOw2hS6TFW2E0XVmdpG1ofliv17AnefMV2wVBoHPI\nQFyUnkx5b8otX9146NAh9uzZA0B19a+d86urq+nduzdffPEF06ZNA6CyspI5c+agUqlsIeq/olnm\n/DQ18vLySE9PRyqVIsidMNbXgCji2b4XqtQkSpN/xsn31yGseYlLcQmMQBQEqs4dAiw/wCNHjtzy\nvT0up0ePHri4uFjLsC+RmJhISkoKEokEOQYqNRI8lWbMZjMdO3Zs9ol4Nxq1Ws3//vc/VqxYQWFh\nIfX19Wi6anAOc0bIEggNDW00C8loNFonv3fs2NGGktueXbt2kV9YyEPAjtJSPrpwAQdAKQhoG7wM\nckEg1s2dYEdHRgYHI5dIiHJ1pbeXN88kHyevrg4/uRyd2UxHd3fauliGbgoI9BVFvikpITExkbvv\nvtt2il5Htm7dys8//0z7wJ74uV05rDrYN5TwoGhOZx7Gx8OflMxD1NRV8fORtRiMOpyVrmi0NXi7\nt8DXI5Dc4nTq9RpkUgeMJgM5Jeetf8ssXn1KuYNUTvewe9iV9g3/+9//mDlzJhLJze8buFT1+cYb\nb1irYocOHYpKpUKn011h/Pj6+jaqSv7666+ZNGkSZrOZ119//YbL/2+wGz/XgLIyS/KdyWSC+hpc\nWkZRm5+GVCYHRGQKZzRFFwBQeAVhqq+2lsFfQhRFZs+ezfTp0+0TnRuIiYlh1KhR7Nixg4iICKKi\noggPD8fLywsnJyfq6uqY+INlMOxjgzypNxk5ceKEjaVuXhQVFREREcGQIUPYs2cPZWVlxHWKwyXU\nkvOjKldRXFzcyPMQGBiIWq2+JW4Of4TRaGTx11/jLwhEiyIBXt44SjKpN5sxNBg+AqAXRY5WqThX\nU42rTEaAUom/QsmaokKqDAbcZTJK9Xp6enmxt6KC3Pp6qzeoHRbvz5JFixgwYMBN1wQ1MzOT2bNn\n4+fWiqjAHr+7n7uLN1JBSt7FTBQOjtRQhVLuiFLuSE2dxVNTob6IBCn1eg3+3iG08gvjSNqlHl8C\nIKJv6Lh/NTydWtChZV+OHNnBN998w2OPPXYNNW2azJ8/nxUrVhAZGWk1fj7++GM0Gg0SiaSRF+xq\nHrGnnnoKs9nMk08+ecNkvlbc2leva0RMTAxRUVG0u30ooUNfwqlFKGH3vYpvx/4ofYJxcPZAkMrw\naNcd99D2iFjK3B19W+Ic3BakMqQOCsLDwykoKLC1Ok2KQ4cOceDAAe69915r0nOXLl348MMP6dyp\nAyM7eTI8zh0vpZnS0tJGx65cuZLx48ff9CGDf8O2bdvw8PDg/Pnz1vJWjVkDAugqdaStTqO+vp6Z\nM2c2Ou5WN3zA8t0VFhdzhygiQcBbLmdEYBAC4CiR8GBQEPHulu7BMkFgTmwcK/PzWJKTw8kqFXKJ\nhP+LbMv8jh0JUio5U11NiKMjYxraEIDF+3NHQ+7Pjz/+aCNNrw91dXX897/vIkVOt7AhSISrn1N6\ng46kU1tBEFDXVlCutuRItm3VAaX810pOpYMjZWpLyLCkIpfTWYexGD1wqZlAQWnWH8oU7tuRll7t\nWLhw4U2f/3P69GlmzpyJv78/o0aNsq6PGjWKsWPHkpeXx9SpU8nNzUWr1fLaa69x+PBhwGL4V1VV\n4ePjw5tvvon3ZaHb5oL9CnYN+OabbxAkUhzb96Pol+8pPfYTWRs/A0GCUaOm7mIWoUNfQlteQOnx\nn0EEhWcL6ktzESQSlB5+mAw65Aol33zzja3VaTJMmjSJ5ORkPvroI/773/8yceJEwJJ4V1lZSaif\nG/83yJ8pgwPxVphJO3eeIUOGUFNTw5o1a3jvvff4/PPPKSkpsbEmTZNTp07x9NNPU1dXx7lz59i6\ndSudOnfCv5M/6gw1pz46hUQuQa6Q061bN+txBw8eJCEhgQMHDthQetui0+lYsmgRLQWBtpet9/D2\nQgTqzWb8FAp6eHujlEh4r10UGZpaZIJAndmEymgkysWVNYUFjDl2jEKtlmqjkdz6eg7/pkQ+AggR\nBJYuWXLVvivNEVEU+eijjygsLKBb6BAcHVx+d1+pVIanqw8mc+OHmGPn9lJWZTGE/NyDCPYPR+Fg\nMYYs/X4gJiweR7kLLo5u/Gf4uzxx92t/KJcgCMS3HoSr0pPJkydTeZV2BTcLbdq0ISEhgZKSEmtS\nvSiK1oHGJpMJvV6PYDKiVqvZt2+f1QB/4oknCAwMJC8vz1bi/2vsxs+/RKVS8eVXX3E29QwnFkxA\nV9XgfTAbSV/9gSX/B8ha/zG6SssP1aStgYZSTbNej7aiCOegSFza9uDnn3+2Vn/d6lRVVWEymfj5\n55+ZOnUqgwcP5syZM7i7u7Nh/Xr8lL8mN/o5mSgqKmLr1q0UFxfzyCOPkJmZyRtvvMHChQttqEXT\nJSYmhttuuw1RFNmzZw8SiQQXZxfwArPejLHeiKOfI3qdHnW12nrcuXPnOHbsGGlpaTaU3rZs2rSJ\nsooK7hBFBH5NxL94WV+U+VlZ7C0vR2s2c66mhjWFhehFEaPZjAwBJ6mUDI0GPb+WwQOc/k14QUBg\ngChSqVKxfv3666zZjWHTpk3s3LmT9oG9rprnczlZhWeprCm76rZL332pupCM/DN4u7dAKpER4h+J\nQq7kbPZxtHoNtfWW3BW5g+JPZbPk/wylWl3D1KlTLekMNyGOjo7s3LmTb7/9ljFjxgAwa9YsQkND\nWb9+PaGhofTp04f8omLUVVX85z//YeTIkQC0b9+e2NhYXF1dbajBv8Nu/PxL1q5di7ubG05+IRaD\n5lIXUZkDJm1to32lTq54tOuOROGEvrYKuWcLzAbLk5ymMJ28vHzMwOrVq2+wFk2T+fPn89133/HZ\nZ59Z15ycnHB3dycvPx8fpZH/21LE7F0XaeFoRhAEZDIZLVq0YPTo0dx7771s3LiR999/v1Hinh0L\nUqnUmkMSEhLC6dOnAdA6aMlZn0PLu1vS5pE2BMQFYDQYrWHFdevWNQpD3mpoNBqWL11KGALhlxk+\nAObLKqnNQHadBoBfKsoxNeQBOcpkTIiIYGvpRUQsF+EP2sfQx8sSOrhakLY1Am0QWLliRbOf+ZWR\nkcGncz/F3z2UqIBuf7p/eFA07Vp1RCqRERvWFQfZrx2vXZ09ERpuY85KN4rKczCZjaiqS1HXVmIW\nzdZp73uSN1NSkf+XZPRw8qVzqwEkJyezfPnyf6Bl88DV1ZWRI0dy6tQpzGYzHTp0oFu3bkRERGA2\nm6mr0+Dt7o6nuxubN2+mS5cuVFRU8Pbbb3P48GE8PT1trcI/plkaP4Ig3CsIwldqtfrPd76O1NbW\nsnbtD8gCo4h89B1cW8dijTEbDcg9/QFwb9OZ1vc8j3/3ociUzsiULph1GvSqi2grCqGhhLu6IB29\nVxs2b9lCRUWFjbRqOkgkEkaOHNmo7XxYWBgRERFUVlYiNdazIaWKjafV+DuZiY2NtbZmX7p0KZs2\nbeKVV17hyy+/tHchvgplZWXs2bOH4OBgAgMDSUlJoaK6guMzj6Mt12KoNqCv1lOcUkxWVhaff/45\noihy8uRJq6F0K7J69WrUNTXcyZU9Y1xkMnwbxlEM8vMjUKkEILe+nvyG8ne1wUCmRsODQUHc3aIF\nU6Ki+a6wgL2Vlt98QMMxv+VORGpra5t1aFyr1fLee+8hkyjo9pt+Pr+HRCKlqCIPk9lIavZxFJeV\nwldrKhEbhps6yBwa/iunus5Sei2T/urpOZd3gkNndvxlWUN9Ywnxjmbp0qU39fn+8ssv061bN776\n6ivuvPNODh06REhICEVFRUgkUu67vQeRIa0IDQ3lscceo6k0F/63NEvjp6l0eF6zZg319XVo3EMp\n2LMaY70GLrsgShWW+HNt4QUEiZSy5ETKT+5Ery4FUcQlJBqFVwAyFy9kzu7UVxSi94/GaDSyatUq\nG2nVtBg5ciQuLi4cPHjQuvbee+8RFxdHnL+cpaNCmD+yJc4OIh7Ocj744AMSEizdYWtqanj++ed5\n//33bSV+k8bX15dNmzaxYsUKzGYzx44fQ3QXkTnJiHwqkuC7g8lYlYHCW4FWp2XatGkcOHCAu+66\ni5ycnGY/2PCfUFFRwepvvyUGCOLKG/fm4mLK9JaKovTaWs419PkRADmW8lozsLG4iG4enuwsLWNy\n2llONoS6nCQSnml99a7ZAQjEAd+vWWOtMG1uzJs3j7y8PLq2vruREfNH6AxaqjWW3BuzaCImLL7R\ndokgbdjPEnI0GPXWZobiZaXt/l4tubPb32sl0jlkAM4Kd6ZOnYZGo/lbxzYH6urqmDdvHo6OjvTq\n1QsAvV5PmzZtGDhwIKIo4iiT4iiT4uvjw6JFi26aauSbQwsboFKp+Pbb1Ri9QknfuhhtWT5IZEgV\nzkjkctzCO1GRshcAU30N2Zs+wzu2D07+YajOJoFEinOLMNy6xVCVeYKy49tpNegpBGcfDD6RrN+w\ngQcffJCAgAAba2pb1Go1Wq2WZcuWMWXKFDp27IhEIsHNzQ0/RzV952djMsPGsWEEOrpxShDw8PBA\nFEUUCgULFiy45b/Dq7F06VJ+/PFHlixZgouLC+fOnUNVqcKrqxddR1gmaVdnVmOoMeDe1h0PBw9M\nGSYCAwN57LHHMBqNxMfH/8mn3HwsXboUg17PgKtsK9Zq2V9ZgaNEgs5sJrthNIClyNriydSZzUgF\nAVeZjDdSz1gflS6N3FzYqTNBTr9vFNwBnDEaWbx4MZMmTbp2it0AkpKS2LhxI5Et4mnh3vovH6dw\nUNI5shenMg7h6uTRMOsrjLKqIoxGA05KF2rr1dTrfk0zEJAgYm6UJF1RXUq5uoRWyr8+8sZBqqBr\n6GB2n1vNnDlz+O9///uXj20OODk58fHHH+Pn58f06dMJCAjAzc2NuLg49u7dy8WLF+kdeDtFJSVk\nlVVSX19/08xKbJaen6bA8uXL0el16IO7/OrsMRsx6esx1NdhrK1CIm98ktTkp2GotbhjBakDF49s\n4cKaDzHU1SD38MM5wPKjNAR1xmwWWbJkyY1UqUmyZcsWRo4cSXV1Nfv27WPJkiVMnz6dEydOMGld\nFv5uDiDAQ0uy8VPqie/SmcTEROLi4nBycmLr1q1XzPy61cnJyeG1117jhx9+oKjIUhqclJQEAlRp\nqqg6X0VlaiVlR8sQTSLubdypqatBo9Gwa9cuDAYD+fn5fPTRR3/ySTcX+fn5bN68mQTA+ypeH4+G\nDs71ZjNmLOXung4OiA2vpQ0hHpMoYhbFRuEt94aBmk+fSP5DGTwR6CqKbP3pJ2tVTnOgvLyc6dOn\n4+nsR2xw7799fGr2MUxmI1W15fxy6icuVubj494CD1dvWgdENtpXQLCGwi7HYNRRrfn7nYh9XIKI\nDuhBYmIiiYmJf/v4ps7LL79szY9csGABkydPJjU1laCgIJRKJY4yKedz8igsLLypwn924+cfUFxc\nzIaNGzH4RCI6euDoE/TrRtEMZiPqjGTMWg0dxn9J59eXIXPxQl9VSl1xJmApxWx4gWg0oK8qpTjp\nB8ufUDij94tm+/btZGdn32j1mhQODg6cOXOGtWvXsm7dOus8KZNBT1KWhjsiXXmljx/3xLjjJtFS\nVV3DiRMnOHPmDCaTiQ0bNrB27Voba9G0KCgooKqqiqeffprISMuN45f9v4A3nF18lrPzzpK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WVlXKi+QG7KxIS0n5ESXaZCCIPkbLPYOVyyE02PLrkgpc6E3Gkku9MpypmakD4C5CQX\nAWJMhb4eeeSRbuHsZJez1zEOq5XDZeUcr7hAksNObUsruoTCzHQcdkNioD25ZCwhFuNHlVI+JaXc\nLaXc1/5KeM9GAOXl5WzZsoVg1jQYQDeiHcJkJmXyAjyFPTIctDDoGha34dWJqgPUI32z/vCWwXVY\nMRPMnsm+vXvH1G4jVmzduhUwdpYXWkI0+zV++oUsbp2dxPx8B0rkmT16IcDts5J55bsT+PKMJDw2\nha/M6HR5V1fXUF4+vMVkLKOuro4Vr61AL9AhuVO/pyv0oI4wC8JtYVrLWsn9Qi55N3TnSdkzDE+o\nv8KPyWai+NvFpM1OA0AWG9yfp556asxlfm3dupULNTUsGma/8x0OvtaFW3Yu0Fla4Zzf3/G+pz+4\nRdMo8/tRgVtzc7kyPZ1LU/rWFYsVVyKpra/no48+GnZb/WHHjh2A4flIBHyB7tpnkwuMJBQpJVLq\nBEJ+jpftp6axItrp3Pi5b3KsdD/NbfVsOZA4UU6bxUmGO5dt27Yl7DfijTvuuINZs2bhdht8tbf3\nHkQRApetc44IhsNcM3Mqn585leKcbCSQ5nFxproGfyDIhAkTmDx58oiNYaiIxfh5WwjxIyFEjhAi\nrf2V8J71g0QVNl2+fDkIhfC4wdV/Kfzy/8SVG+Wfb3FgS49MhgMYU4rFhit/8DdQOGs6wmwdswqj\n/WH69Onk5+dTlOmiINVCssNEIKzz9uEWdpT60CWkOoy99u5zPsyKQBGCB2/J5aefz2bhBIOsHgqF\nWLNmzUgOZUTxwgsvEFbDyFnG4p7/pfyox0lV0nCggVMvnOL4s8ep2VFD6uxU0hekgwL51+Zjdhvh\ng6ajTQRqAoh2C9QM2jSNw4cPj7maX8tffZU0RYmpcnt/aFNV1kWpySUwylakxJC9daSlhVmeJGYk\nDa+cA8BkIFMoLH81sVIER44cIcmRhtPav0bZUHGh7nzH+5uuuAdLxIvudrTXdow+tiRXKhNzp/PO\njlc4XW7w0ZLd8StvEQ2ZnvGcPn2aUCiGxJVRgAMHDK5eW5sXCZgVBV1KvMEQuWkp3DhvFmW19Ty6\n9j22HT/FobJyxqUk0dDqJcnpwGO3YVUES5cuHTNjbkcsxs93MMJc24F9kdeIBvgSUdi0vr6ed9av\nJ5QxGSy9XX8D9Ieqj6NUVA778VUZSsxKlIrEXaGHgzQe3UHY11tJt1+YrQQzp7Fp0yYqKysHPn4M\nYQIoLiAAACAASURBVPny5VgtZv76rfGcawzz0t4GHt9Sy8wcw5CcmG5h979N5d9vyeFCS4hvLD3L\n6weaWHOwkW++cJadpcZu22mCd9atxd9l9/23gvPnz7N27Vr0ibqRuwlogUh4oEsk1uQ0ISyCtEvS\nyP9yPiaHiXBrGFuKjaLbi0ifl86J506QOisVZ4ETFGg7131HLidKhEfw1NNPjRnV56NHj3L02DEW\n6TrKMENeqpQEohgZEqNqe1OX8FNqxBBqD5NZhMAMfNLczHOlZ4fVj3YoCK6QOidPneLQoUNxaTMa\nqqqqcFoTV2TaG+zk6Xx6Zg9HS/eR7E6j/VLnZRQxKW9Gr2xEn7+NM5XdtdA+N7N7cel4w21PQUpJ\nTU00jtLoQnV1NYsWLer22cTsTD4/cxozC/JobPPywSGjZpnDZuXuqxZSmJVOVaPhdNh76iytgSCl\n589TUVHBG2+8cdHHMBwMaPxIKYuivBIT3B1BrFq1CjUcHlSGVzu0kA9dDSEsVoPHI5SO8hV6yFhw\npT5A3F0oFH/9f2NxDn7Hp46bCUK5qKmtiUZraysvv/QSZ86WsuVkE7fNTiY/xcJjW2o5Xm2kYf/z\n1ZnsLPWS6TZT7zOCCS6rwr/fkos3pJHhMrH8uxN44p6JtHl9fPDBByM5pBHB4sWLkYpETu9clDsq\ntneJxGo+DTRDy8db4cWSZEGxKVz4+AL7HthH/aF6pC6p3VmL77wPdPBV9RB0U0CbqVF6tpT333//\nIoxu+Fi3bh1WYSgjDxcpFgs3ZRlK4p4e9Y5CXYwiAfzLRGMK1TAMoNtzc5mXYoTITXGsiTUXsAmR\n0BpsVVUXcCXQ+LGYO630c9UGt7K5rQFvwFiEw2qIkoqjvbxb0Sq9JzoTy2U15u8LFxKjJxRP7Nix\nA03TmJyfy9cWLmBmQS6FWRlcP28muekpBMMqWuR6Oa1W0twuappaOrYILX4jrBsKqxw6cIC/vvDC\nRcsujAcGNH6EEN+O9roYnbtY8Hq9rFr9BmpaEdI++If4wo63kVoYGQ4ZPB6p9ypf0Xfau3ErCbMF\nxTK4YobtkFYXofRJrFv3zmcms2nDhg1kZmXx4y/kcsfcFKxmwflG45ouKjLi0/93bRX/Y1kZP1je\n6Rb/4mQ3Z+tDmITgphlJ/HFjNQGvl/EendWrXh9zfJTh4PDhw2zevBltigZdEhftGXZyPp/TQVoG\nQ9wwaUoStbtqqd1VS6A6gB40Jj6pSlDBkdOpeaXYFJIm9TbUZb5EpAkWP7uYQBfOy2hEIBBg4wcf\nMFNKbMP0+oAR9nqr2lj0UqxWZnk82HoYMkkmExJ4MMLRExgG0MqKCi5ErldQSnY39K2uPRhYEcyS\nko82bUqI+rDP56OtrRWnbfhhur7gtidh7qdwdE1TdI+32WRhYu70bp/tP5VYPo7LZqwfo934CUdq\nwF171ZVcO3MqlQ1NHDlfyXsHPuWTM2f54MARLCZThyHuC4V4a/cnNPv8pLid5KWldGsv1eWkzevl\npZdeGonhDAmxhL0u6/K6GrgfuDWBfbroWLduHX6fNyY152gw2QZOiZehvkIuxmIsw0FOLv8PwpHM\nr8EinDOHcDg85lyP0RAOh3ltxXJmZZn4xRfTcNtM3P+VHN74n0W8+D8KWXJPITt+Npmg2tuQOVjh\n54Xd9QRUyYt7GvnkvJ9DlX5uyPdTcuYse/bsGYERXXxomsYjf3kE4RTIqd2vkxCCppNNtJZ07tJU\nv+GZNHs6w7Nd3wP4q7qQdoM6dXvrDIXobo2DOkelrrZu1PPQtmzZgs/v55I4tec2m0mOiMad9/v5\ntLWVYA9jWwrBDLcHBcMQ6uofKg8EOkywQB+ZS0PBJUAgGGTz5s1xa7Md7Yt8Ij0/49LHo/ZbOLr9\nGguuXXB7x6cuR1KvsFdtY2KpAQ6rByGUUW/8vP7661RVVeGrq+Hpdzex82RJx3dv7PwERVEIqSpa\n5P6tbmqhtLYegIwkD5dMLOw4/vLJRfzwxi+Q67KzcuXKMVPgNZaw1790eX0fmE8He2DsQ9d1Vq1e\nje7JRndnDqkNV+4UuirDKVYHlqTuyqPC1qmdIizWbnW9ACxJGWR/7mbMQwh7AUhHClpKPm+++daY\nL+XwzjvvUF1Ty+1Fxk7VH9K54YlTfO+Vc5TVh/jNO1X84X2jVpc1snq4rfB381P4uwVp3D0/jckZ\nVhQBFgV+sCidq3JCZDjgueeW/E14f9avX8+pk6fQZmtRi9ikTE/pvGUFOPOdhFvDqK0qJqcJS5LF\nED3sp5CNc7wTxRxlCskEvUDnpZdfGtU8tPXr15OqKBQOfGjMaI4SVrk0ObnjUl+SnMwvpkxBw8jy\nan9SH5w+g2vSM5DAD4uKuCZjaHNRNIwH0hWFdxIQ+uowfhLo+bFabHx54TcHPs5sZeO+zsSG5rb6\nXqU2cjMmxLt73aAIBZfNM6qNn/LycpYsWUKWw0ZRRu+swry0VOYU5kelkV8xtZj5EwvZdLjTqCyv\nb0TTdaakuBBS8oc//GFMCD0OpfSuFyiKd0dGCnv37qWqspJQ1vSBD+4DFVtW0DXjQA/5Cbd0r6os\nu+zkZDjUq66X1ZNG3tXf6FKcb/AIZ02nsbGBLVsGmTI/ihAKhVj24gtMTtHItvi59vFTLN5eR6NP\no8Gn8bt3q1i+r5G1Rw2vRShyWb0hUBTB5tOttAV1dCnRpaEH5LAqmBW4bYKXY8eOs2vXrhEcYeLR\n2trKU08/BRkgC6IbevY0O8hI+ro00td9VT6Dt+PTSJtjlLXoGQ0S5s4PfOd8tJyNTtCXcySa1Hji\nySfiNq54orq6mk8++YR5cSA6t0NKSZqld3jmcGtrx+ywpb6eHx/Y3+uYB44fY1u9MWekWWMUOo0R\nAsElus7BQ4fiboxWRbLb2sM9iUKyq+8E45uuuIckZ1qUyu4CTVe7CS9ePe+mBPWwEw5LUsd1GW2Q\nUvLHP/wBdJ3pqW68gZ7XDCoamth/9hwpzu6JP2aTwpXTJ7N+3yG8wc7MrsqGJl76aDs2k4mpyU4O\nHz7MW2/FUKR7hBEL5+dtIcRbkdc64AQw9mMrEaxevRphdaClDd2ei4mkHO7Nf1CsdmwZhiqpr7qU\n6j3rh9wHAC0lH+xJrFq9eljtjCTWrVtHTW09Xy/ysavUy5m6ICdrAmz4UTF3L0jBbRMUZViYmG7F\n3mUhznSbKYkc+9PV5ZTUG27yoCr58crzBMI6V+eEyHTCc0ue/Ux7f1544QVaW1rR5ml9FbjGnmEn\n+4psMj9neBikJg0BmsiGrXprtUGCVo1MsMI7CkGJ8H/A8BblOLEm9bFQO43U94+3fMy+faNPFmzD\nhg1IKeMW8gI42NxMQ7h3eCbYYxfsjfzd7lRTMDLFil0uZiclcbK1rSPcEC/Mw7gVNmzYENd26+rq\nUISCzTy4DNnBYnLBHL44/zbSkrK7fGrc3O/seAVvoBmBiKS/G5+nuNKwmK3ccPmdWExWkl3p2K0D\n12ocLhwWNzXVozPba+3atRw4eJApyU7MAtbs+qTXMe1zY8/ipaqms+nw0W4eIZvZuIsrGw26Rq7L\nTrrdylNPPkl1dXViBhEnxOJmeAh4OPL6D+AaKeX/n9BeXSRUVlayY8cOghlTu6kxDxZ5X7iblOkL\ncY7rLvKlDPCg6aEAzqx8THY3Ug1RtX2YNqVQCGZN4/ChQ5SUlAx8/ChDMBhk2Yt/ZUqKxsw0ld9/\nUI0u4Vi1nx+/dh4k1PskRWk2gqokpEmcEa92nVelsjHEDdO6kHgVUHVYd6SF49UBzArcXujlxMlT\nHcJsnzWcPXuWVatWGantfejkhdvCnH71NNU7qjm/LkIWj2IkuYvcIAxPUNkbZd3V+QRkL8rGkdX3\nPS6nSIRb8OdH/jzqQrGbNm6kEEFqnLw+AJNdrn6/dymdPiYTkGWzsTC1859U5vPj1zRWVVZQH2fN\nlOSI4vPGOGfhKRFdmETieNl+/v2FHxFWQzS0dC6olo6QliDVk4lE4u1S/6vJW09YDfHB3jWEtRDe\nQAvhWApHDxMSick09PUkUaitreXxxx8nzW4lz2Wn2ecnPAhJCkUR7Cspo9XfuZGfmpcLwM0L5gIG\nn3BGmodwKMTDDz88qjeZsXB+NgPHMSq6pwJjS8moH7z55ptIQB1GyAvg9OsP0XRsJ4HG7q5OvU+S\ncycaj+9CC7RFtNoV5DBjpWrmFIRiHpPE57Vr11JX38DXJ/oQAn554zhun5NMSV2Yw1UB3vm0CZtZ\nEFIlqq6T7jLhi6ypuoRzzSor9jeTbBf88oZs3v7BRApSDJd3ZkSc78qcEFlOWPoZ5P5IKY0JxyI7\nBA2joWRFCeHmHh6KKIe3lbb1XWhXh7OrzqKH+7lfTaDOVTlXdo6VK1cOPICLhOrqas6UljIt1irC\nMcLWj4ihDbgkJQVJZ4ZXVTBImsWKOZJRE5A6Arg7Lz/uoS+AaUjOV1TENfRls9kA2WcV9XggyZWG\nw+5i66H13bK+wpFUdiEEiqKQ5ErDGkVMNqQa87CqhTlbcTxh/WyHrquR6zJ6oOs6//mf/0koGGRm\nqhshBOkeN9fOjr72TcjK6PWZrhvPi8VkmA1uuw2Pw8Y/3fhF5hZ11lVzmk0UJznZuXNnQiUWhotY\nwl53AbuBbwB3AbuEEHcmumOJRjAY5O2316KmFCJt/e/YBkLYa/AeMi/9Cp7CwalD08EFEiRPnINQ\nhs75AcBsJ5Q+kQ3vvjumNBf8fj8vLXuRaakqM1INi+bmmcl0tQVbQqDpko/PeFF1SLKbSLEb18th\nAWdkXmwLSn5wZSZpLgu/vHEcr353AnkpxmJiVuD2CV5Onjo9prlR0fDee+9x6NAhtFmasdr2gexF\nkdDBQE6PGGwDf+0ABn4uyFzJ0ueXjho3eDvna0qc2z3a0sl/sgiBvUuaexDYGklfn5uUTIbVyjXp\n6bxTU01ISiY4HFyXkckpr5dXK8p57PTpOPeuc7zxVOBuX+S1gXTMhgGPM6VDzTla1peUOjWNlbR4\nGwiqAaaPX9BnW9s/fS9h/WyHpqvY7KPL+HnttdfYu3cvU5NdOLtUZ69p6b5GuCP9Dmsa37zqc0zP\nz+n4zmI28fUrLiU14uFsCwTZdvw0z7y7ibrm7ty/8R4H6XYrf3nkEcrKyhI1rGEhlpX2l8BlUsrv\nSCm/DVwO/Cqx3Uo8Pv74Y9raWglnD8/rAzD17+5FsTqo3r6a1rIjWJI6MzWE2UrS5EsHbkTqZC34\n8rD7AqBmzyAUDPLhhx/Gpb2LgRUrVlDf0MhdkwyvD8CKTxp461NDyMwe8SJrOszJtXPHnBT8IZ2m\ngGEd+cPgi8yLmoTfvFPJj147xw9XnOdQRfcF+spxIXLdkmeefopwFI7GWERrayuPPfEYpIMs6t9q\naa/RZXEPrQK3JdWCI9eBM8+J2TlwyQZ9nk5IDfHYY48N6ffijZ07dpCqKMQvn8pAutXaodxsFSKq\n2jNAZcBPXSjErogml0NRSLJYulWEL4xSYHLY/UOQrijsjGPIt8P4kYl7jvYc20RNYwWK6B5KykzO\nxeNM6XV8sieNopzuxUrcDuO4z8+7JWH9bIcmVez2geVPLhZOnDjBM888Q5bTRr67e7/mFBZg72IM\ntUUI0BX1jXx89ASuLh4sm8nMqh17qW1pJSe1+3U/UHq+299CCGaleZC6xv333z8qS1/EYvwoUsqu\n7K36GM8b1diwYQPY3OhJucNuy56R3y3EFW6t73gv1RAtp2KrBlLy5l+G3RcA3ZkOrjTWrx8egfpi\noa6ujldefpnLskJMSemMQZ9r6Hxgsjwmfn3jOH7yhQwOVwZ4amsdlS0q7Zznnjfk8n2NlEXO31Xq\n7fadSYG/K26jvKKSN998MyFjuth49tlnaWluQbukb5JzO/zVRmFSNah2u3D2cd0nRmESHd+7J0TU\nLRRwF7rxV/kpvLUQW0oMO1yXQX7esmXLiNf9CoVC7N27l8m6jogj3wdgY20NjRFuU1Y/i19NKESe\n3d5BhPbrOodaWqgMGgvPzyYV87XcvD7PHw4m6zqffPIJwWDvLJ+hwBoJz+lx1CXqiWvm3kxx/iyE\nEKQlZXV8XtdcRaong5Qe9bp2Hnmfs1Xdw1v+oFGKRZWJL7uiS63juow0fD4f9//mN1gVwcxUT7cS\nIN5AkFe27CAQju61q2xo4lAXo6Ytcs9IoNXvJ91teIDsZjNXTC3udb7dbGJmipuSkhIWL14cx1HF\nB7EYMRuEEO8KIb4rhPgusA4YG6tqH6irq2PPnj2E0idBHKTkTRYbOVd9HZPNWCBM9qHJICn9qJgO\nCkIQSivm6NGjnD9/fuDjRxjPPfcc4XCQu4u7e2jO1HcaP+eaNH7/wQUe+aiuWzRGlcZN3PUzk4CA\nKqnzGhPd/ILepNx56Soz01SeX/rcmAoPRsPx48d588030Sf1TXLuiuod1WhBDRmS3UjMmk/rVvG9\nIwOMCP8HQIfGA40g4ewbZ5F6bLwZOUUikgT/9ef/itvCOxQcOnSIQDAY95AXwFeyx3VkcJ31+fD0\nE8KuCQS4LEptwnSLhc9n9OZbxAtTgFA4zP79vdPth4KLEfYymy1MLpiNpqs0tHTuwyWSc9WnaWqr\nx+1IRulHJkTTVQqzpzA5f5C0hCFAk6OH8/Poo49SUVnJrFQ3VlP36xMIhweMbIc0DYvSe41sCwSx\nW83MnZBPQFVZujE6hSDLaaPA7eC1114bdRIjsRCefw48A8yJvBZLKX+R6I4lEu+//z5SStSMwVdR\nj4ZAQxUNR7ZhTYtwKQZJ/jM5kii44R+Y9q3fxKU/AGqGYdi9++67cWszESgpKeGdd9ZxfX6AbGf3\n61acaaMgxcJ1U4xyFm6rwKLA5eO7GzM63Y2fr81LxtLlzl51sLdqthBwz2QfbW1eXnzxxfgN6CJD\n13UefvhhsNMvybkrbKnGxGzPsqPYFArvLMRZYIgchuq7u6dd4/vmwwUuBGiraOvz+24wgTpP5ULV\nBV599dXYzkkAdu7ciVmIhAiVZdpszPR0Zhtel5UdTV8SMAjPe5qbsfbYfNWHwzyXQI7EBAw+Urw8\ncO0ejkQaP8FQgHd3rcBituHqsrG0mDoN9TZ/M05b/5vOsupTXGgoT1g/26Hr2qgwft577z3eeecd\nJiY5SbP39kQpXe69KPZNBy6fMhGH1diY3zCv03isaGjmYKlxPZva+i6dMjXFjcdq4XcPPkhtbe1g\nh5EwxEJ4LgLekVL+TEr5MwxP0IREdyxRkFLyzvr1SHcW0tE7XjwU1B/dTrDxAv5Kg6SoBWJbEFJm\nXGloDPlbOP/e89Qe3BSX/oBR70tLymP9hndHtdrmk088gdMiuL2otw7ShZYw55vCfHjKiwSaA5Kw\nDrvPdXqILJGtdmGqhcI0C/9+Sw5vH26hPQlJAJ8rjD4pFno0rs4JsnrV66Naibg/rF+/nhMnThhK\nzjE6DnXNuDiBeqN+V9nrZUax0ii2k/ect/eH0KEa3bVExoDIBj1fZ9myZSOmgPvJvn2MlxJrnENe\nAMvPn+NQFy/iGxeqKHA6exlA7QaPhe4FT9sRb42frrAgmCAln8RJe8nhMDYiYS1xnI7T5Z+i6zph\nNYi3y9y6aPYNTB3fWZJWCAWH1TDWTYoZh9XVQZQ2ILFbEq/zE9ZDI278lJSU8Mc//pE0u5VJydE3\nMGcudDVEBJZIen5PQ2jb8RL8IYPTte3YqahtOWx9Tz4mRTAn3YO3rY1f/epXo4ZnGUvYayXdFT60\nyGcjBiHEV4UQi5ubmwd97unTpykrLSWU0TtGOfT+DF7ToeC679JScqCj5pdic9F2/gS6Fr8dVDij\nmNqaag4dOhS3NuOJXbt2sWfvXu6Y4MVt6T3hT8ywYTEZaexgEJl7IqxButNETpKFsoYwta1hgl0O\nzE8284fb+uZP3DnJjyJ1nnnmmWGP52Kjm5Lz+NgXzPzr8kmbl2Y8yT0grDEaBZHbNH1+ev/H9YCc\nK1GlyuNPPD6o8+IBVVUpLStj+Cy/6Djn7535VubzoUK3zK+pHg/vXXkV906bRnEkc6br0rGu+gLl\n/vgXIW1HDnDu/Pm4hB9zc42r2RZMXEHlnmn0qR6Dqr75wFqSXCnkZRp+vFZ/E/6QYaxruoo/5KXN\n332NeGtrYr28YS2IP9hGXl5iOFuxwOv1ct8vf4mi68xJ93Tz8HTFrMK8DpFCs6J0aP70F8n2BkMd\n0gzQSS/80uwZ/fbJbTEzI9XN0aNHeeqpp2IfTAIRi/FjllJ2mPWR9yPK5pJSvi2l/EFylJj5QNiw\nYQNCMaGmT4xXX7iwc/Ck2bbzx5Bd0jb1cJC28uPoofhVwtZSJyDM1rirusYDqqryxOOPke2UXJcf\nfRI+XRsECd9bmEZhqpnpWd1rb7usgtwkE/U+jZ1lPhbk23l6ax1SGiEyATQGNE7W9H1N0+ySm8b7\n2LRpE4cPH47vIBOMF154wSA596PkHA0ly0toONBglK/oARkanNehgwsUK5ygTdXYsnnLRVd+Lisr\nQ1VVxiWo/f9vUjGOHjyf9mW7a+bXpy0tPFdWygPHj3NFWhq/nzmrl8SFaxiiqwMhByNcWlpaOuy2\nsrOzsVqttPjrBz54iGgnpgsUJuVOpzhvVsd3e459RGVdWcf3/Z1vtzi5ak58Mmr7QovfkDMoLIxn\nxbjYIaXkP//zP6msqmJOmhtbP2KLNouF+ZMmAAa3J1boGNONWREdulUFGX2XH2lHjsvOeLeD119/\nfVRkIsdi/NQKITqquAshbgPq+jl+1ELXdT74YCPh5HwwxycVUQhB1qU3YnJGDDHFhNkVCaf1JDCb\nLCAUTA4PjSd2IbuqjeoqJpsLsyOONWNNZkKpE9i06aNR42psx7p16ygtO8fdxV6i1cYE+MOteYxP\ns/LKvkbumJvKsZogC/I7/2/ekKSyxXhoBbCvPEAg8gy3hSSpThNtQcmnlf1r0dxcGCDFDo8//tio\nDhF2RSxKzn0icr01X5cJb+CM9agI1A7eWJdTR0b5uV31PFHGj91kwhYxYgTRJ1e3omAGXi0vRwGW\nnT/Pr458SqjLfWcCPFFqhMUL7eOPhwq8yWSioGA8LYHEGT/pyQaXUqJTUnmMPcc3dTN0ZMQzJIn+\n7MpIPDcQ9lHTWJGwfgId12HChAkJ/Z2+8Nprr7FlyxamJLtIjcLz6YlAjxT0ZKeD7GRPH0cb0KVx\nRdWIi0gCbkds6+nUVDcpNiu///3vR1z/Jxbj54fAvUKIc0KIc8D/AX6Q2G4lBqdOnaKxsQEtdUJc\n282cdy2aL6LRoWuo3gjBtqcglxZGCAWzPXoMNmVKDHpAg4SWWojf7xtVoa/W1laWPLuYaakql2b2\nbZSZTYJGn4Y/LFnxiTGp7C3vXGwnZfT/cDdEFvd711YSVPs2auxmuGuiUfT0gw8+GMxQRgRSSh55\n5JEBlZz7QvKkKB7TvmyQ/mYIE+RdOwT3fhfl59UXsQ7d6dOnMQtB4nKpOmlTBQ5Ht7TidttSEwJF\nCOyKgjViKPV8AsxCRItIxg1pGLyjU6ei8zcGi6KiCbQFG+LSVjTkZIzn7ut+1K1Cu0RnSsEcJuX1\nH27pifqWxNbcavHXYzabycnJGfjgOOPQoUM89dRTZDltFHoG5jaFVJX9Z7tnAzf7/FQ39+bxiX6y\nok1CEIpxE6MIwdx0D1IN88tf/hKfL3Hh3QH7MtABUsoSKeVCYAYwQ0q5SErZsWUQQnwnkR2MJ7Zv\n3w6AmlIQ13Zr9r1LN7ZoPy5rqasEG3uTPT2Fs8icd21c+wWgJeUiFNOoqmW1bNkyWlpa+fvJvn6V\nBg5W+FAUgUmB2jbDeOl6uLXLZbZG5sVke+9b2h+WhKMRhrrgqpwQE5J0nnn6KQKB+IUeE4EdO3aw\nf/9+tBn9Kzn3hYz5GSRNTSJjQf9mgC3Nhqugj2wvAelzBsf36YYcYBwsfX7pRZMaOHXqFFmAKQFk\nZ4C3qqpojiwC5/3+bsTlR+fO47XLLmflZZfz7PwFXJuVRUDXe03AApielIQlDhIcfUFBkIVhDMYD\nhYWFtAWaE0Z61nWNNzYv7ZVRdrr8CCUVR5lbfEWPgqd9I5ooYjzR4q8nP78Acz+lThKBhoYGfv2r\nX+EwK8xK8/RrrLSjxdfpEU8ayHPTDwlfk5LXt8emZQeG/s/sNA/nzp3joYceGrEyQzGLFUop26SU\n0QL8P4ljfxKKbdu2o3uywRJf9c3a/Ru7/a1YeqxIQmBLy+1XU6j13FGOv/grtBjqgQ0KJguqJ4et\nW7fFt90hoqKigtdXruTqnCBFSf3vb8saQtS1qWi6UaAUuhs8x6o7J9tgZF70hYwDUx1Kx7GKgJrW\n/ncmioBvTfZSW1fPihUrBjeoiwhd13lm8TMIj0BOHNqkoYd1AjUB6vb1iF4LulmXwYYg3rI+sr0k\n1B+oRwsN0UchQJut4fP6WL58+dDaGASklJw+dYpxCZxoi12uDp2f9l9pv5x/Pn2K+44e4dadO/j2\nvr1sravDrijo0BEqaz/vSEtL3Aub9kSOlJScOhWXhaed39IaSIz3p7qxgmC4+4bEarahRwQLF0y9\nplvB0ykFc0l2peG0e/ja5/8BMDLBUtzpTCucRyLRFmqgqGhCQn+jJzRN44H776e5uZm5aUlYYiyR\n1NjW+Wy3RIqV9mU0DXSXnK8dXNgz3W6lONnFBx98MGJCs/FQak7cFiWOqK+v5+TJE6jJ8fX6AJ26\nPkLBmjoOEAiTFZPdBYoFpCTYUNmv9YzUQTGhxNkwA1BTxlNZWTEqBA+feupJTELnG8UDG3lZnu68\nB4EhaggwJcOCKcqd157i3ujXCUV4wKkOEw7LwLf6tFSVy7JCvPzSMurqRietbdOmTZw9c9bw+gzx\n6S1/r5xQY5TFVRJTPa+ux9fvHwbXIwX0Ap3XXnuNhobEhU3AeP6bW1oSxvcBUKVEA7K68HUkFvX+\ntAAAIABJREFUYBOC6kCAk15vByulWVUJ6DoORelQem5HWEo2JVgPZRzQ5vNRUzP8MFA7vyVRpOck\nZwq2Hinq7TW+bln0LQpzuuu1nS7/lGZvA75AKx/sXQMYvKCmtnqq6hLHM1H1MK3+potOdl66dCn7\nDxxgeooLjzV2j5PV3JtX1p8xbOpHDEgdAldyYpKTDLuVRx99lGPHjg36/OEiHsbPmCiN3S7qpabG\n3/gpvOnHxhupE2q8gB70IrUQWsALeuxE46zLvhKTu3Kw0CJjHunQ1/79+9my5WO+Ot5Hqm3g2ybN\nacJh6bweEqO2l90MU7IdUVPfe0ICTqtCuiu27Jm/K/ajhkOjUo5dVVUWP7sYkSKQBUN/7Aq+UoAl\nrcvEZ4q8BgMB1mQrnqL+yZEDQc6UBENBXnrppWG1MxDaxdUGyw0fDKZ5PGTbbOQ4HPx0UnHH5BqU\n7TkxnciMiAP6oywaGRYLX00wZ6T9OsTD+MnPz8dkMiWM9OxyJJGTMb7bZ+3p76VVJ9h6aEOP7zq9\nkcX5szve2yyOjrT4RKAt0AjIi2r87Nixg2XLlpHnspPnHpyGUWFWOuNSYs+Y1mJUc48VQghmpydh\nEXDfffcxFOma4eBvxvOzfft2hM2NdAyckjdYVO9+a0jnKa5kRKSivNmZTOa86+LZrQ5ImwecqWzb\ntj0h7ccCTdN4/LFHSXfATYWxcWqmZNnZ82/TOtSak+3GrRZQYd3RziKQBSlmbp7hoTjTWFDGp3Yu\n7AKD+BxUY3tws5w6NxYE2LBhAydOnIjpnIuFDRs2UFVZhTpTHdZT58hykLWgs0YSGt01f6K0bc+y\nd09hkkYITvQnDRsLPKBP0HljzRsJrfre1mZE7BMpcSeBmmCQgy0tPFJyuhtvp62Hfldtj7BWkaOz\nZw3hMIFBpB4PBe3+5fbrMhyYzWby8wto8iWOTFw4bgoOm4vbr/6Hbp9X1Zdx6FRvteo5kxbypUtv\nx2IyI1AQCIJhP+/uei1hfWwff1FR4gysrqiqquLB3/6WJJuF6WlD24R4gyPLb7SaFOameaivq+N3\nv/vdRc22jUXh2SaEuEcIca8Q4tftry6HjA4yST8IhULs3rOHUHJ+XGp59YQYIrlN9zYjg0bcVfU1\nc/LlB+LZrW4IJRdw8NBBvN4+OBwJxsaNGzl1uoRvTmrrxtvpD4GwzmUPHSesQ4bLxNfnGmTFghRz\nh7/RrMD5JpV1R1tpaFP5/qJ0zjV2etskcM+CVDz22F0btxX5SbLBk08+MWJkvJ4IBoM8t/Q5SMcg\nCw8DZ14/Q8X7vVN+FasxHZjsJhRnjzpANQHjYrZHeC0CtVWlrWz4i6ecIdF1nRdeeGHYbfWF9kU+\nkbW2bYrC13Jze3h8INlkYl5yMpenpvZpszZ0kaLQgTcqE5uSHU/jB2Du3DnUeyt7CRLGC8fLDuAP\negmpwYhqs8DjSKWhtZbqxs6SFRaTjS8vvJvKujJqGirYdfRDJHpHunsidX5qWs/jdrkvSpq7qqr8\n5je/IRgIMDc9CdMQ1rWwqtHqj66x1pcwYl+IlWcUDck2C1NTXOzateui8P/aEUuP3wRuw0iG9XZ5\nASCl/OfEdC1+OHHiBMFAAC0RfB/AntZdM9bQ/Ol+8ziyJgzYTqglcVoZWko+uqaNSMp7OBxmybOL\nmZCkszA79jCgP6wTCBuTlt2ssHSXoSJb3qR2xFq7ZrD7VZ1/+Fw68/O7L3FfnpE0qP46zXBboY/9\n+w+wd2/sWQyJxNq1a6mvq0ebNThBw2jwno9uAOsRsrjm19B9/S9iwiqY9dNZA2aMxQQnaJM03nnn\nHcrLE1N7qT2jLJHGDxgZXz2vXLOmcay1lUXp6X1yBDJ6VAGf4hleOHEgtPuZ4pVpd8kllxBWgzR5\nE+O9ayc0l1Qcjag2S1r9jYxLK0CJKOx///b7mD/tKrYf2kBdcxVHzvZ+dgPhOCeUdEFdWznzLpmH\nMgxDIFa88sorHD9+nBkpLpzmoQliWswmvnzJ7Kjf6YPc9M0vnjCkPrSjwO0gy2ljyZIlnDlzZlht\nxYpY/kv5UspvSin/KKV8uP2V8J7FEe16FrorMQofbeXdwyOaz3g4u8JfU9rx3uTwIKIQm21piaNj\n6k5j7PFKbx0M3nrrLS5U13DXJG+/BfR6wh/SOq5iZXN3b87/Y++9w+M4r7Pv38xsL9hF7yBAEOy9\n96Iu99iW5d7tuMUlTv2SN3Yc+U3i2Ikdv+5FtiQ7lixZ1bJlq1ESRUqURJGUKFaQRO/AYvtO+/6Y\n3cUCWNSdoWQp93XxIrCYffbZ2dl5znPOfe4bYFnF2IIhAHEZ9n37DLF0wJR5qfODc++cuawuSZkb\nfvCD77/swoeapnHbr28zsj4VMx4+I+RY4YKXWlRj8HnzgnV9iY4u6Nx1112mjZmLS1H2enJwEHmK\nRSOpabSGI4jkv+m2xmLZx+tdLnaWWqlGZEXmZw1gZD/MhqzIyIpxzbb1jtcm6h5sy3J8fnTXDTx9\n4mEkycjE67pOWaCamrIxDk7XwAXT5wcQTYaIJEZYt26dJePn4uzZs9x4441UeZxUeecfzidlmaMX\n2vE6ZxZDDHg80/690HqKIAgsL/YjofPVG264JOKnswl+nhQEIX94+CeCc+fOIdhd6I7pP8D5QNc1\n5Ighali57S15jhDG1J/TUONh9Amtm5KniBUf/jfT55eFzYHgLrrkwU8sFuOmn93IsmKFVSVzu6C/\n9tAYhyBf+PFS31hQowNBl0hS0TnZm6TELaIDVy7xc/niue+i7SK8rSnK6dNn2L9//5yfbyaeeeYZ\nuru60RaZE4RJsyR/zwRXuYl5FDdotRr3/fY+4nk8sgpFJGIEHtbpJkPHhHnnliI04He9vbypqgpR\nELKLRYPbTZFkKA9lPt3PNpvnOzgVbAjYBcG04KesrIy6unr6LQh+Xmx9msyWJ54cy1qKgg2HzYko\nSAiCgCTa+NDr/wZHemNpE+0MhLqz9hcAZUXWbDAz79vq4EeWZW644QbsgsCy4sKyg0lZoXt4hHhy\n+s2hAMSSE6UGJOzSWPiQUgrnqDklkaVBL2fOnrW8AQJmF/zsBJ4VBOGUIAjHBEE4LgjCK0cueBY4\nfeYMirvEGr6PIOKvWwxA5OIJFr71L7EVleccoaNPIDsKtsmRthob5eQvvpKVarcCsquY0yapus4W\nv/71rxkOjXL9oukFDfNhYZmTCt/sFmq7aJTJMhiKGz//8VSYF7rnt5juqE5R59f50Q9/cEltGCbi\njjvuQHAL6HXm8I+KFsytDDgVyjeUz3zQHKAv0olFY5aobEciEdyiiGBhf8aaCV6DE93ZZXTu6ulB\n1PVs9tItSiQ0LRv4XF5WzlKLS14ZuE0MfgDWr1/HYLTTdN5PJpOT/T0tIqvpCiklidftx25z8sYd\n7+O+A7fQP9INgCiKVJWOdYlVltSzqN6afXyG77NwoTmekVPhpptuorW1lWVBLw6psPJaX8hoGpnq\n03Kkuaw6IKvjj0op6rjHFlQUIHiagyqPiyqPk5//7GecPn3alDGnwmzO3rVAC3AV8EbgDen//ySg\nqiqtra1oHvO7vDIoWbYdgGjXaVp/858oo+M1OrTkeI6FrigIrsk3uFj3OVONTSdC85TS1dlpyc46\nH0ZGRvifX/6CjeUpFgXmvjNYXuWiPzL+eQJMqe+TzPMSXodAdWB++31RMGwvOjq7uP/+++c1RqHo\n6uri0KFDqI3z1/WZiODS2avcZkjQ+ZAKmSzEVwpCUOCO39xhOtE8EolYzvepdjqzZa3MJZovdM89\na6eiEVI57/WhgX7eeOggP71w3rqJpuHCvLIXGFmPlJI0vetreeMGtqy4HLfDy8KaZXzz83dmeT4A\niVSMlJzgniduMry7dJ2K4lpSSpJYIpI9dvuqK3E7zc/+w6Xh+5w8eZKbb76ZGq+LCs88pN0nYFF1\n5bRbgdlaVgDsf8G8zthlxX7soshXb7iBlIVin7Oxt7iY759lMzIZHR0dyKmUpcFPz+H0wihMPp1F\nizYiOiYyDTT0hEE0dFc0ItiduGsW0/y2LyJZ9OUE0Dwl6LrO+fPW31gBbrnlFhKJBNc1zy/Y+vb+\n/kkEUR2wCca/ojxWFhlIgvGvodjB235ynguD+bsaZsK6MpmWoMqNP/3Jy2J7cffdd6Ojz1vNOR8k\n5+zLXhkSdD689KOX5q/wnA+CQXxuPdfK8ePHzRsXSCQSlpa8AHqTCTSMnbQrvQhmzk7ulbrA5WKx\nx4s3bXKa79NouwQbFJuum7oRyvJ+RttMGxOMzM+7r/wMG5ftQdd1frP/J2xZfln275pmnGVNV/G4\n/LidvqyB6Wh0yHjc6eO+A7fw7KknTJ0bXBq+j6IofPWrXzVKQ8XmmV8XecxhwTlNNOJ1SCLLi72c\nv3DB0vKX9bT0lxkZjovmMSctlw9yJK1OmyfdO3r2GbSMZcXEcpcgkhjsRJeTxLtOM/SitaoBmtc4\nB2YZGk6H3t5e7rzzN+ysSlLrm18afOfC/IFgUjOUnkcT+cdtKXdQ5JLS6drCyHiCANc3xxgcGr6k\nJpxgtLffe9+96DU6mBgTR3vmKXcw4UQmB5KocXP1aPQGHcEhmH6uvV4v8wt/Z4/+1BiRPFe80CtJ\n/NPSpewsMTZgFxMJVHSimoYC2AWBEpstS8ausNv5zMJmi2cLSUHAb2KJzSreT99wF1/+ycd54tjv\nuNhzmgPHHuDkxecBqK9YxHuuGnNYiiXCJFKGWWau83ssGUFWUpxpO2rq3ODS8H3279/PxYsXWRzw\nFNRWngtFVYklC/tWONOlsYRceBNFLsrdTirdTm679VZTs5O5eG0EP6KI5rbO0M5VNssWeiUnhSfa\nKGpeh67KkHYrtvuty04B6A4fgs3JuXPnZj64QNx0003oqsJb55n1AXihe/wXc2IQ455CXulMf4o9\nLT7++OlmvvuOOo7+3TIaS+efJl5arLCmTOYXt9x8SV2IH330USLhiGlE5wykia2xs4wOnWVOWj7Q\ngmAzniB6RWw+kw0cbaA2qjy6/1GGh4dNG9bv92N1LmVtMEhlumVdYuzmWuNysbe8gn9eviJ7bG8y\nmS2PJXSdIUVBlIzPpU+W+aMJysszIQ74fOZlEcAa3k/PYBvD4X5skp2PvPHvURWZ4YhBLVi3eAeN\nNYupLKmjKq0CnbFt0NGyTvB2m4Pr9v0511/xKdPmlYHVfB9d17n55pvxOexUugsvd2WQUpRJXJ65\nIpkujV25ZsUMR84dCwMeYvG4ZR2gr/rg58yZM+AuntZpvVDU7X4HSJMXATGt3mwvGp91cpTWgaYw\nevZZ44G0W7EzYEIf83QQBFR3MadPW5v5GR4e5ve//x27q5OUueZfrjk3MD74EQVoyrFlyHjN2CYs\n3j6HSMeIzNXfPcdV3z3H524vPA3/1qY44Uj0knJ/Hn/8cUNs0FxeMfLohF3aFB+RvdhOydqxgDzZ\nn0RLaVmndy2qkRwyP5+iN+hoqpa1pDEDfr+fhKahTqm0Uzg8ksT3167DI0nY0qalAGejUV4Mhbjy\nicezx0ZUdRLRdJHXm/15gUnliKmgoRPXNFMzPzDG+xmKdps25rLG9TjtbmQlxRNHf8fCuuUAVJc2\n8Mhz9/CVn34CSZT4wDV/yYde/9eoOYHXioWbss9t7XrJdPsgXdfpD7exbv06y/g+Tz31FK2trTT6\nXKbO3+N0sqDcnA33vYePmDJOLoocdspcDm699VaSBWao8uFPMvgRBOGNgiD8cDZeIH19/SgOc3c3\nE9H24M9BnUwOyxCd5fDIuMdTgxOE3NKBU/+RP1gzwRyoTj99/dbuKu+66y5kWeGahsI4Mv/11rps\nUsImGGrO54fGFu5oSscpQcA9luD2OQUiKY1n22JkKg93HR8lVGB5pjmgsjio8uvbbkW12HoAjJbW\npw8/jVJVmJVFPvQ9O/PnL/kk5JDM0PPjDUfb7m8jcj6dhhbBUTSzRsicEQTBI5jqRZdZ5K1kbV2M\nxXj74afZXFzMv69YiTedydGBTx87mrerJhOKiUCLd+w+VeIwb4efD6n0a5sd/GzevBlRFOkeMU+o\nzm5zsGLhRgBau17iTLvBB+sebMuWuLoGLjIY6uWXf/g2KXlsoewZvEgyLWz4/Bnz7X1C8X6iyVG2\nbdtm+tgZ3HLLLbjtNqoL0PTJh3A8zsX+uRsKl3gnB+a2AjvPpkJTkYdQKGTJpvNPMvjRdf1eXdc/\nHgjMbMoWTySyZSWrIMdzOBT2PDs2fYbFUlVAEClbfdn0x5kB0UYiYR37IZlMcudv7mBdmUyNt7CU\n6h9OhrOLg6pP7ubSMR4bjOnZhSWe0vn0zjIkcayFUwQC7sIzf9c2xOnu6eWJJ8wnTU7EsWPHSMQT\n6NXmZyqKGmdudVcjat4eWDlHbBINcwnPGQigVqo89fRTpkkMXIrg58DAAKqu89jAAJ8/fowmr3eS\ncnMGmRtvxv9LAx7o7QHg+to6y9vdMyVAs4Mfv9/PqlWr6A6ZF/zEEhEC3hJqy5uoq1iYlStwOTy4\nnR4k0cbKpk001SwllaYWSKKdhspF9A13IUlGtnjPOvOblLtGDAqBVcHP8ePHOXbsGAu8rjlbTswE\nv9tNRWDun38krQuUO5upbDIKRbHTTtDp4Je/+IXpciN/ksHPXJBMJtEtDn7KVu4c+2W+8um6hrfG\nepIjoo1Uyrrg58EHH2QkNFpw1gfg9Sv8eNOu7joGj2JpuQNn+qr9wMbAJO2g924qJi5rKNpYS/zS\nSnN20RvKZco9cNutt5oy3nQ4ePCgYRpqQSU0fHG8pYHoFJHcEt5G7xTPyEHO+ZY8Eg6/BZkfQK/W\nicfipnV9ZRZ5K3k/awIB7AhoGEHNC6OjDKRbdf9qUQv+dFlktd+PhtEa/5EFjdnnhzUNATg0NMgF\niz34rAp+AHbs2MFIrI9o0hyX7hfPP8Mjz91NJD5Kz1A7e9a9kWu3vYsrNr2N0egwqqbwwvnD3PLA\nt/jsdV+luXY5SxesJZkRktV1ygJVvGX3B02ZTy66Q60sWbKE0lJrGmpuueUWHDZpzo7ts8U7dmyZ\n83Mygoa527LyImuCdUEQaPK76e3r4+GHHzZ17NdA8JPIy8cxEzaPOR98rPeCKeNMB12ykUomLTHs\n1HWdW3/1PzT4NZYXFx6l/8N9XUTlsXmqwMn+FJmHfv5MCEEfW4831jv5+dPD3PjUECJGtgjg/11n\njqebKMDVdTGOv/ACJ06cMGXMqfDkwSfRyjWw4NKt3jXeGVVLauiajqfCY7i3TwWBcRLJzgJI5DOi\nAgRRMI33cymCn5+3tSGnl4SJNhf/dfYMYU2j1uUika7HBux2HDk8ETvGgnIxHufF8KiFMx3LgBUV\nmSN4mYvt2w3dM7OyP2tbdtBYvQRNU4nGRznV9jyv2/YuVjVvBkirO0tsWrqHn//uG5zrPEFb72l6\nhwx6gaopaLpmOt8nIUcZjHSzY8cOU8fNoLe3l4MHD1LvcWKbiy/QLKGoKj94wJyAwkr753K3A7/D\nzp0md4C+6oOfVDJleeZHTc6+A8jmH79DEF1ju+3+ow9NUoM2HelzYYV41OHDh7lwsY1r6+OmiGmf\n7R+bo5Dz//KqsUVXY+yL90y7kdHKMR8H4C0/bqVjxJz3u6cmidsOt912mynj5UNXVxcd7R2WlLzA\ncGSfCC2p0f90P0p8mutPZ5xCX6zLws43O2jlGgeeNEf+4VIEP1dU5GemL/P5sno/fckkXYkEV1dU\n8PaaWurcbgKShEcUWV5klPGvqajkdZXW+fyBtZmf+vp6ampqsiWhQpGU43T2X0ASJb74rv/gY2/+\nB4bDA9glOz5PAF3XWda4nqrSBhySkYl87zVfYEHVkmy3V125+Z1Y3aHzgG5ZySsjSVJmYofXRChz\n8C2c7pY+HLamHR2M4LbEaePs2bOm+iy+qoMfRVFQVcVyzo+nKv8XS3BM3kUr4fFmkFpibAFREzFL\nMjK5yASCVqg833brrQRdsK3KnEDjC3vHFhMdo4ylM7kFfibouj7OZ6kQuG2wrybBo48+Sm+vNQ7W\nGaKvVcFP+brysW/+BCqUEs4f/Aj5ZLVV0DXrrle9SqftYhvd3YV3DmUyHFYKFVxRUcnlZeV4JYlg\nOtssAUM5Gw1Z14moKm+vreN7F87zNy++QEhVUTSNo6NGmej3fb38qtMad/sMMufB7FZ3MBarHTt2\n0B9uR1ELvxecbjuGrCRZUNVCY/USbn3wu/zTjz7MDT//DJFYiGJ/OS31q/naL75ANBlBEm0Mhfq4\n2HMq24H1lt0fZCRsnhEvQPfIOUpLSlm8eLGp42aQEaP12a3pVD7f289clptM5ixfEkq3NPcDPruN\nZCpFT0+PaWO+qoOfjCKv1Zmf3qfuG/slR+VZV5VJpqa5xwmSDSGnJFex+fWINot1aNPnwuzWwdbW\nVp4+fJgra+PYTLqqLgyPkWudNiFbxporilzSvC0u8uGq+gToGnfccYdpY+biyJEjCD4BLGpSHDk1\nMpYamyVfWZ/i5A88N2DOpPK9ZpXxmkeOFN5GW1xcjNftxso+R1EQuBCLEVVVRlXFKL0CvXmyrL/t\n7sqSnWG85QXAuYi1nJ8+wOV0Ul5uso5CGtu3b0fVFHpHCzcDWNOyjRVNmzh69hDHzj7FSGQQURBp\nqV9JY9USJFHizv0/ASAaH81ygD73jv+Lpml43UV8/65/4Z9+9GEudJtjw6BqKr2jF9i+Y7vp5bQM\nzp8/j8dux2ZRC31Nydza3LV0pJRvv7O5xVq+qs9urFutreYR6V8TwY/VmR9XaQ3ZpGCuuJeqoMby\nk/7K1l1Gze53GCKHafQevAdNtlaHNhMImm3V8Otf/xqHJHBZrXnz395kyBrbREgqc498gm7jM1lW\nZS5ZsMyls7kixT13322J6OGFixfQiqwzuA2dLoyImsv1KV5ZXOh0poYPEKG9vXDFYEEQWLR4Md0W\nLVQAh4eHOBeL4hZFNgaDWZsLAahzji9deCSJnuRkEc9VPh/lDgdXVlir+dUNLFq0yDJtmtWrV+Nx\ne+gyoeVdEiUaKg2n+7MdL7Bi4SY0XaOlbhWff+e/MRAanw0QBYmXzj9H71AnKxZuJBofpW+4kwVV\niwn4zNG1GQi3I6upLL/JCpw7exZvvoyrSfC6HKapaFQFzeeO5SKT/TLTmulVHfxksxsWBz/hiy8y\nF8qX5AsSaT9N5yO/HPe4moiim1jTzAsLgh9FUXhs/6NsLk/gd5iX/rxySRHVRTaqioysTeaLGkxX\nE+0zXL3OtPbEI6fDKPNNG02By2qTxOJxDh8+bOq4mqbR3dWN7rMujSxHC5OiF71jJ97msvC7JYLg\nFejoMKcEtHjxYnoxBP6sgJLeEsc1jeOjo1Q5HFxdUYkOdCSTLHS58IgSTW43Zc6xkviHGxqwkS7p\nRiL0p1Kcs0jSH4z33yMItFhUrgGw2+1s3rKZ3nCrKaX8THbludNP8PAzdwLw2PP38fP7v0FL/SoE\nQWT32jfwzss/jaaraLrKHw/fzjuv+BTvufqzvOeqz/HFd/8HxX5zMl1dI+ew2x1s2LDBlPEmQlEU\n2trb8TmsXbscJnlyPfrCSVPGmQo2UcTjsP9v8DNbZIIf3UJ1Z4AF13xsToakamSERP9k1WFdUxHt\n1rQOZ5E+F2aWvU6cOEE4EmVdubn+Lh/5ZRvdowodI8a4mVvoSDpuU3LiRKcksKHWWFAy63Fv2hG+\n3CdhM3kHtTio4LGbK8QH0N/fjyzLlpW8YAr+zhwQ7xjjiw2fNM+CIh80r0ZbuzlGmS0tLci6jlWF\num2lpVxXUwsYAVBvKsUnm5qyf99XUUlMUzkfj1Nqt9PoMe4Zv2hvJ8O0sqUX+RUB63bSw0BS12lp\nabHsNcAofcWSEYZjhXPjNi/fhyTaCEfHX29HTj+Bw+bkDTvey5t3fQBZNe5r1aUNDIZ6+cm9/05z\n7QruO3AzN//+mwXPAwwOYfdoKxs2bMDlMld4MIOOjg5UVc2We6zC2kZzOmFLfLOQySgQXlHgXNqr\n0wy8qoOfDMlRUKx1406FB/LubuxF+XYZAsIUmSjR6WJODLT5IH0uZiMQOVs8+eSTSAKsKjU3+Hmh\n21hkp1qqc89UStV5vst4bwnFsLjI4PN7K02dFxiluNUlSQ4+ecDUDoRMlkP3W3cdJEMFBr45U5vO\n9d0M6H6dzs5OU7IHmcXePOOF8YgpCnFVzd5U/TYbv+rswJEOaO7s7soe+6VTJ7mQLpnq6b9n/MA+\n0NDAmoB1XoSZWVgd/GzduhVBEOgaKXzBKg1U8uWP/BC7zYkoGBs4r6uIgK+UM+3HufeJm/j777+P\n42efYsvyy/G4jS62imANSTlBKDrE0yceJhovXEJgNDFIJDHCjh3WlbwuXLgAWEd2zsAsvlJTlTXc\nsVz4HDba2ttNEzt8VQc/JSUl2Gw2hKR1KWSAzv23jjm350CO5fui6ejaRJapcQG6yxeMI0BbATF9\nLiorzQsIDj55gCVBBY/JU9+Z5vxMtex50hlbp2Qck1vZistji3J1kTXndG2ZzPBIiNOnT5s2ZrbE\nY2HmxxmYY+vsxLtEznmWXNbenPEZchUDA4XnaxYsWIDdZrMs+Pn2uXPc19uDhiHPNKoo/LK9HVnX\ncSEwNIXztTu9AKkY3WB2wdrbcjcgiSJNOVkpKxAMBlm5cqUpwQ9A0F/GVz72E9a2pHWEBtsIRQZJ\nKUmcDjcpOcG5rpd46sRDnOt4EYAlC9ZQV97Ep976Zd57zefxugvPqHUOG+/HKn0fMC8omQktNeas\nA/2j1q6xYOQFBEEwjaf2qg5+RFGkrLw8u+BbhYYrP5T3cWHKD2nicm78Hu04hW6iG3LeOaUi+P1F\npqVre3p6OH/hImvLzNcNOt0/eczcW0JjqQO3HXIdFjKdZrmB0M+enrt/zWywplRGwMid2+dNAAAg\nAElEQVR8mYX29najLGWhr6XdN8c6/zSXpDrRc8RkZLhPZvB+bDYbzQsXWhb8BNL8CRGyZSxZN5qA\nE+jsKinhC83NuCbcF0KqSsBmBOj/3+IlvLehwaIZGugGGhsbcUxhvWEmdu3axUisn0hyZOaDp0Eo\nMsSBYw/Q0dvKjtVXpx/VuXrL9XhdfpKpOG/a+QE+e91XWdW8hWJ/OeXBan52/9d57Pnf8mLrM6Zl\n1btDZ1m6dCllZWWmjJcPFWnCe0Kxdj1orqqgchZVAI/Djtsx9X1j8yJrA2mAhKpSVlr6v8HPbFFT\nXY0oW9s2OngijxCbKKHnZoMkCbs/3Wkg5b+IfI0rECze9QnJCFVV5gmoZTgva8vMLXkB+PP4ceXe\nvk70pIjL4x+beK8QgNN91pQ9/Q6dRUGVgyYJ8UF6kfdhuplpLpwlhYmmCY6xyQUWmVc+zYu0Bp9Z\npOeWJUvoFkVLdEmuqKhABJyihCQIuAUh+yoOQeCJoSFq3Z6swnMu7Okb+s/a2uizwME6Ax2dHlFk\nydKllr1GLnbuNKx/uoYLy/7c/fjP+NWD3+Hbd/wj3779H1nTYggLHn7pEdwuLyBQWVKH2+nl+Dmj\nHb5/xAhzVVXhsaP3c+DYAwXNASCWCjMY6Wb37t0FjzUdssGPxSbKNknC55o5CI6lZOIp4x6fT216\n0GJpBoCkqlFp4tr1qg9+qqqqkFLWZn5CZ56d9FjZ6r3jH1BVylbvS/+cP1BQYtanDm1ylOpq8y6g\nJ598kkqvTrXH/B1KLDl+zEz5O19cIAlQ6ZeyP1f7xawoonOmtrACsLY0xanTZ0wpywC0d7SjFWgI\nOxOSw7NcXKcIwPTUWOAQabf4mvUAInR2dpoy3OLFi4lrGua4To3HU0NDaEBcU1F1HRm4trKSNUUB\nUrqOXRA4PDyET5oc1Gc8wDoScd7x9FO0WuTtFQYimmY53yeDuro6Ghub6Cyw9LVrzetY3LA6+/vS\n+jW4nV6GRvsYGOnBaXficfn4+v/8FQDrF+9k28oraa5dzoalu/mrd3+dD7/hbwuaA5At4WWCOqtQ\nXFyMJEkkVIs5dbrOSDS/XIfbYWfzosZJjysThH7Ki3xIFkkm5CKpmUvXeNUHPxUVFejJKEzi2ZiH\noqaxL2VG5HDg6GTPlGjXWQT71LtuqzQ3stB1hGTEtAsoHo/z3HPPsrYkaYqdxUQ0lY2dK0kAOf0R\nZtSec6Hq0BtWsz93hzVUHbYs8PD7Tywyf3JpZDJeTz31lCnjKYqCLllLem+4tmFmz7B077WjxIFg\nm/rDHTxqrmruJAiGx5dZJMfMot81w3HzwfMho7RjFwQ2BAIous7venuzys0pXefWzk5W5fhpCcCO\n4hK8Od99ARiyyHw4U/K7VMEPwO7duxiIdJCU56+J1VSzlPde9bns77FUjGu3vRNbOoteX7GIY2cP\nUl1qdC919p9nRdNGWjtf4o5Hf8wtv/8mP7jrXwp7IxgZrLraOhYsWFDwWNNBFEXKyspIKNZmfv7w\n/PEpszbxlMyxizNnXPtHIzxy3FqvQ13XiStKNiNmBl71wU+mxCOkrEvLNb/lsyx53z8bbeQZzk62\nvizgqjC+KKPnj6LniBjai3JrxsJ4gUQroCTRVdm04Oe5555DlhXWWVDyAnjm4thnNlGmR9Wn1vnJ\n9QEr99lImazxk4sGn0qJ2zzej81mQ9CsJTsOPj84RkqZCum/p4ZSFC+fWsiwqMlacTMwLDRsNnNI\n683NzdhtNgrXHZ6MTOu6rOtUu1xZbk/up+kVRYZziM8ldjsHh4dYFxzr7tKBiEWL3kWMUseiRdZt\nCCZi586dRnt4gUanDz1zJwICm5bupWewjaqShiwx+GznCzzy3D1E42EAQtEhfvPoj9HRCYUH6R5s\no3uwMMmElJKkL9LOrt27Lgkhuaqy0vLMz9nu6TXPE/LsNh1Wn4+kqqHruqmK5K/64Cez0Fva8SWI\n9By8ZzyhzpbJWugk+i6Os73IQB7NLZXo2E1SH50KYrr8Zxbn5+DBg7hsAktNcHDPhy/sm/pCF4FM\nQ5fI+AUm8ylIAtz34igXh80nY2cgCLC2JMkzh582xSzWbrdba5HMHEQOBWh5fwtDx8cTxm3+sUCk\ndG3pxGeZi7RLrd0kMTan08natWs5YwG3bmUOcfS+3l4SmkaRzUa9202V00WJzYYKnEuXtGzAoCzT\n4vNRO6EBQbFoI3RGEFi1ahUez+x1yQrFkiVLKC0to3P4TEHj1JY3Ullax+GTj3L4pUf5/p1fQVaM\n79zWFVfy3qs/R1WZQRaPJ6MMhfspC1ZzvucUoiBRWVJHMjV//l9PqBVNUy0veWVQUVlJ0sJ7QVJW\n6B6eXAB2z2Oj4bNI7yiDTBD4v5mfOSAT/IgW8n6SI72Ezj47LnMziRM2i5uZHLVWME4wuc396PNH\nWBpMmublNRGLK8a3PNUEbBSnLStyz6bHkT9eUHT48jVVrKy2sHUKWFkiE08kOWuCAJfdZp+2u8oM\nVG6vxFVh3KxEl4irMv+Ny1vn5dxt58afXBHD+V3CiDit3gCnX9uszA/Alq1b6dc1hk2OMneXlk30\niUUC2uJx3lhdxapgkISm0ZI2E1WACqeTjzU2cWBofIBZbIHYaQidHl1nq0Uu5FNBEAR2795Fb/gi\nyhR8x9lg26qr+ODr/jqbZdB0IzsmihIpOc4dj/6Y5ATJkUgshMfpw+lw0zVwgaPn5i9K2jlylmCw\nmOXLl897jLmgsrKShKxkPbXMRkrJ/1nE51FiLvJYe4/NlP/+N/iZAzIny8rMT6R9srS3Ng1LX0xr\nTYiuIhzBsQ9TLWBXMhsIKXODn4GBAcpd1q3Ua+vGdqeiAF0hhcY8nUqRnIRLkXP8arynxWeKQN50\nKHcb58AM0rPNZrM8+NGSWjb7oyU0Er35rztPnQctMTYZySvhCDiMVVs1NH5EyWqeWvq185CE54tt\n6cXfPHUmA4IgIOak/72SRI3bjUMQsCGwf2CARreHrhxrmb5kkp9euMBVFRVUOJy8s6aWn6xfz4Zi\n8z3TMnmXrVu3mj72TNi1axeKKtM7emFezw9Fh/n7772POx79Ef/9hbv55J99iWu3vgsATVM5cuYA\n8WSU+vKF/NnuD+N2eCgLVLGwZhllgUresP292G0OYon5rQOqptAzep5du3aaei1Oh6VLl6LpOiNJ\na2gFLhMD7M5BazfuQ0kZp9NpKtfqVR/8OBwOiktKEJKFK3tOBUG0TRYn1KaOnrW0yqiWGCUVGcmW\nxBx+a0sIYiKMw+k0Rd05Ho8TjcUpdloXWBxpH+P8ZBoMjnROXqhzy82jE/LE+759lmVfPYGWz4rY\nJBQ7zQt+7HbrMz9Dx4dQozNzSoZfHH9DU6MqckTGv9R/abI+kD0XZpW9wOhAqq6spLAiTH44c4jL\nUVWlLRZjid/PwSGDGN7i86HpOi5RZF9ZGU0eDyciYX7a1oYgwPOjIT79/PO8FDb/fnUaKC8ro7Gx\n0fSxZ8LatWvxeLzz7vr69UPfJxIPcbH7NLc+9D0OvfggteXGQlhX3oSQvhgPHH+Aux//OfFUjNHo\nMKsXbeWL7/46p9uPIiupeSs894fbkZXkJSt5AWzYsAFJFBlIWFO2t9skquZpozLxqx+OTxb5NQu6\nrjOYlNm4caOp2lSv+uAHYOWKFdgj0xO7CkGo9Xl0VaF619txBCak5UQpL98nCyWVLYkp89yVzBa2\nSC/Lly83hZw2OGjczINO61bqf3mgZ+aDgDLv9JdxQtYt6UbLoMihIwpj56QQ2Gw2BN3aqGLohWlE\nHyWjFAagjE4O4HVZJ3wyjGgXUWPqpADJdKQvLzPLXoIgsHX7ds4LArLJpa8Gd062ElgVCFDhdPL8\n6ChOQWBlURE/XLeeFq+XRwYGOB+L4U1nEoZSKS7GYqi6nl3MzYKCTqsgsHXbtkumHpwLm83G9u3b\n6A6dQ5sHn+nabe9CFCRSSoqXLjzHmfYXqC5rBARkVc4pDYmsWLgRQRBQVIXbHvoeqqpwofsUYHSF\nzQedw2dwOV2sX79+Xs+fD7xeL6tWr2IwYU3mB6CpqgIpj27PTHDabbhyfMfMvl5zEVVUYrJiesby\nNRH8rF+/HhKjCImwJeMLabPQvmceIDU6Yfevk01NSO4xzwLRkVMjFSQQJRKD3WiqNeRh5ARCdIAN\nJn15M1mOEguDn/ah8TueiR3XdgHW1bp5y6oAAuB1CCwsnbwz+M519Zbe8EUBgi6B/v7+gse6FMGP\n6Mj/tRfsAqiMK3Xl3iFyxQ21lIboEnGUWKwSbEHwA0bpJ6Xrpnd99aeS2WVAA46HQjyd5vMkdZ1v\nnTvLJ58/wvFwGJcoUuF0ouk6XlFCwDBEFQWBpX6/qfNqS7/+y1HyymDXrl0k5TiDkblrNtWWN7K6\nZSugs7xxPf/nQ9/DaXexZ93rqSyuI1MfTcoxVjRt4Juf+w2lgUpskoO7HruRWDLCVZuvY2Xzpjm/\ntq7rdIXOsWXrFpzOwgRC54qtW7cxmpItaXnXNJ2Dp86iziMrnpCVbCeYIAjsXL7Y7OllMRBPk9r/\nN/iZOzZs2ACANGqFugeUrNiBINlR42EcgTICi3ICDF0FTUW0u1ATMRzBCiSXb3w2SFcpalyFv37p\nNJYYhUEKGwofZu1cMsFPsYXBz0hi/NgTO9ZlHY50xvnRQYO6Gk3ptA6OD5iK3SJ+l/WXebFD+ZPh\n/CjR/AF2Xp8ujWyOW0/p4zR/tIRGrHv+2i2zggWcH4B169Zht9lM5/18omkhO0vHytdhVSWsqiz2\nevGIIhowLMtcVV7ORxY00pdMEtc0oppKSteRgNVFRURN0jXK4AxGi3vmXvhyYMuWLdhstqw31mwx\nEOrhKz/9BGL6Qgz6yznbcYLbHv4++4/cRzQxvpQV9JUhihJ2yUFKSXCm4wV87gA711yDOI8uv+Fo\nD/FUhF27ds35uYUis+BbUfrqGR6zHPG5nJPI+rOFQ5JYWldtzqTyYCCRoqGhwVSBQ3iNBD8LFiwg\nEAxaFvwEmlbjLDHax1Ojg4TOPkfZ6r0I9rEuGk1OgK4RbNmImoigJQ0+SyYDJDndLHrbX1pmbyGF\nunA6XSxbtsyU8TILfdBCzs8bVozf/ea+0nS5EW86GeF3wHBc498f7DV9bhMRdKgM9BdeWi0tLYUY\nlra7V+6oBJuRycnN3ChhY8G1+SZkWXLmoivjJzbxd9ORpn2VlprLh3O5XKxbv54zJm42kppGudPJ\nkVAImyDgysk2no5G2Vc2Jt3w3oYF3NvTjVMQKMoJ7CqdTg6PjPCYSYrh2dcXRVavWXNJW9wnwuPx\nsHbtWnpG56b3k0zFGQz1omgKzbXLkeUkP7rnBo6dPQTA5uWXcdmGP6PYX05ZsJpwPISu6wyEjPt9\n90AbHpcPj3N+bsFdoXMIgsiWLVvm9fxC0NTURFlpKf1x84Mft3Psux9JJJlvbimpKNz8qHn+hrlQ\nNI3hpJxtUjATf5LBjyAIbxQE4Yeh0OxE6gVBYOOGDdgj3aaZ201EUeMq4wdNBUFg4Nj+cYKGAILN\nQfX2t+CpH/PV8dYYSqvDLx2k68BvLJkbgD3Szdq1a0wrHwwMDOCUBDw26xa/QxemFqac7lWj6ftE\nOP1/U55SmNkocWoMmrBgLVq0yLCPsDChosZUUIxMTmpCaTGwNIB/wSxLLgIUNVsrciiMGAGEFYrE\nW7duZUDTGDIp0ry57SKfPXYUjyii6DprAmPChX5R5Hd9vQjAO2pquL2zg7Z4nKSuM5rTGXp9fT2f\nWdjMXhPF3ELo9Gnay1ryymD79u2MxocIJ2bPFastb0KSJI6dPcSq5i1sWXE5fo9xbt9+2Z+TSMbo\nH+mitqyRgZFu7tz/U/7w9O2klBQCApqu0jVwgeg8aQ89ofOsWLHclEaRuUIQBLZt385wyvyWd4/T\nmbWlsE2RWXXMspszGremU3koYfC5rLh2/ySDH13X79V1/eNzuRg3bNiAnowhJApzF54KJUu3MFYf\n0DGW5wm7ZE1j8IUniOW0xocvHDNI0aJEtNOK/pO0unVsxNSU98DAAEGXtURiv2vugdqC4snPiSYt\nriNhZMDC0RjJAk0ps4u8NZcpAIHl4783onvsNhA6GWK0dXYdMTa3DZvbXC7OJIxAUaDI9MwPkN3J\nm/Wt21ZSyo7SUoJ2OxJwMjK22LolGwLGHUHW4Z6eHkOB3O7AnvMl+tnFi9gEAbeJZb5Mae+VEPxk\ndvDdI3PL/vg9Ruv/c6efoCxYxf/9xE382yd/wQOHbuXux3/G8XNP0TlgMLhiiTAPPHUbdpuTBVUt\nCAhcf/mn5jXfeCrCULSH7du3z+v5ZmDLli3Iqmp6y/toLIaaNtlVVJXFNZVZqQZb5v8ZNsuiYKx6\n25ZaY5cykEjhcrlYvXr1zAfPEX+Swc98kOG6SKHuGY6cH3RVAcnGxIKMzRMY4/doCuEOo+sAQcCW\nUXTWVASgdu+7LZmbOGou3wdgYKCfYrtF5Ow0lla68DrEKW0s8uHi8OQ5HWi13jDWrHb35uZmRFFE\nGLYuqnT6nfiax0oAWtyYu7vOKMGqcRWbd/JNr6ilCHftGFFfiSmWc36kkMSSJUssIazX19dTW11t\nGu9nRVER1U4np6NRBCCWk9F5S20NP1y/nk3BIE5RRAKK7XYavB5kXafIZmNrcTHDssx3Ws8xIpu3\n0J0GKsvLLfejmg1qa2upr2+gO3RuTs9rrDYItW/Y/t7sY5Ik4XJ4KA0alIOMr5fb6UXXNd608/1c\nufk6dHT2H7mPL//4Y7R2zs2DKmPJYUXZZbbYsGEDkiSZXvoqLfLjc40RuE939WazS0r6f9cMEhOa\nDisb6rhm/SpT5wYG0XwgKRtVGxOlLjJ4zQQ/1dXVlFdUWML7GTn7HK13fxtUGdHuTAdBINhdKLHQ\nOHXnWOdpKre+GXQdJRZCcho1eF1T85qhmgFptAuv12eqn89Af5+lZGeA6oCdhKJlbSzyId+S6M8R\nOhQFSKpwccgao8gMzAp+nE4ndfV12XKPFUgMJIicmxwQxjvGtDqUqAICFK9Ki+0JhoN7vHO8nofk\ntFDwTQNCsLjFuk6S7Tt30ioIJEwofY3IMrd3dVHhdLKlpBRZ1/FLRhfXrzs7+dzRoxweGeHu7i5E\nQeCvWxYTsNuxAWFF4dDwMEWShKzrHBoyxzA2hc45QWDbjh0vS4t7Pmzfvo3+SAeyOvvF/PrLP8kX\n3/V1ljWu445HfsSP7/lXQEAQoH+4iys2vY2Pv+Uf+YcPfpcbPv4z/vOzt7N3/RtZuXAjH3zdX7Fn\n3etZWLuM4qK5lRO7R85RXlbOwoUL5/guzYPX62X9+vX0J2VTBVtFQcjqn011ZQylTU/tedrhJdFo\ncD/e1sGFPnM5agCjskJcVti1e7fpY8NrKPgRBIFNGzdawvsZvfACcnSE4pW7KF29B9Ktyro8uQ5a\n1LSO3qfuwe4rpmz1XtTk2M45OTw7XZs5Qdexh7vZsGG9aa7xuq4zMDBkefDzzvXFfHTr9H5nEz/J\nKr/Iu9YX82erDC6KQwKfQ8RhlQdHGmYKHS5ZvAQpZF1QYffbsRfNYielw/Dx4ezP+cjNgmThghoy\nTE2tNOHcu3cviq5zyoSxgnY7729ooMRu5/kR47zVuNzoQEiWiagqH13QiKxpvKm6mnPRKA/396Mw\ndh1XuVws9HjH6QUVglMYRqv79u0zZTwzsH37djRNnZPas8fly2Z/jp49xPHWp/nNIz9mJDxE0FfG\n5uX7eP70Ab7+yy9yqu0oiVScR5+7l1gyyoalu9m0bB8NVS0MjMy++UHVFHrDbWzfsf1lDxz37NlD\nNCUTkc1reU/IMrG0H2HuN9s/wafLZbchT2iHd9okVE1HxwiC2vrND376YklEUbSs5Ghxwf6VhfXr\n13P//fcjxgbRvGUzP2GWGDnzrPH/yUPoU/ilADhLqhFEHXQdORpi4PmHxv1dtkDkUEiGIRE2teSl\n6zqyomCXrO30+dwdHZzoMQJItx3iMvjsIIgC4Skc/3rCGj88OIQvzXFOKOC0aZaLETvSsUqhnB8w\neD9//OMfIQlYICsS640Z/lxzRL7gJ3Q2hKfamg6iTPZr8WLrMj8rVqygrKSEF4aGWFPgWH3JJLd1\ndJDQtGynV73HzWUV5QwkU1xfV0eZ08mf1dTgkSQiioJDEnmir4/jkQgCsDYQYHlRgOVF5hDJXwSK\nAwFLOBPzhWGs6qV7pJW64tl9ts+cfIzfHriFt+39GKHoEJqm8vRLj/Cpt36ZhbXLsEl2OvpaSclJ\nfnj3DYiihKapHD1ziGVN61hUu5xHnr2bkfAgLfUrZ/Wa/eF2FDX1svJ9Mti5cyff+MY36I0l8Dvm\n17U2EaFYflVmdYIIZT5n949dtZcf/XE/SVlB1XRe6uxm94qlk44rBH0JmbVr11pGNH/NZH5gjPMi\nmlz6ymRvHP7psxTV297CwLH9xi95VE6TQ+bzkTJlPjODH1EUKfJ7icjWhhTXLCvCazdeIy5DXdBO\nVJ5d4i5XFPW71zVQNZtMRwEIp9IaJMHgDEfOjCzp2SLx5JM/OokumxO4Wpr5GQGny0ltba1lLyGK\nInv27eOsCaWvE6OjJDQNtyiSSF+k762r56a2Nn7d1cnD/f2cj0a5u6uLW9rbQBB4Q1U1g4qCDqwL\nBLmtq4t/P2MOCymFzmlBYM++fZfMj2o2sNlsbNmymZ7R87Mu49z+8A8YCPXw4DN3UF2ygNJAJaqm\n0D3Yhk0yvtublu2lobIZMPy+AM73vMQfn76dhbXL+fib/5G37f3orOfZPdKK3e5g3bp1c3yH5qOk\npISVK1fSb6Las8eR/54YSxrZILfdNsmvLoNHjp+ksWIsgVBXUvh9LxcRWSGSktmzZ4+p4+biNRX8\nlJWVUVdfjxQyN/ip3XM9AMno5C4Zu78UEEAQcfhLEW1GSsJTZdSQxRwtoOqdbzd1XgDSaDfFxSWm\nkx0DgQDhlLWXT2coRTS9SC8I2rlmmQ8diKTGbph2ETz2sS+nkH5M0Q2+D4A4D/n2uSITCJqxS8kE\nP1bxfsrWp29as/34psgPB5YFqNxirvBYLsQRkUWLFplWrp0K+/btM6X0taesjGsrKklqYxubr54+\nTVRVsQkCx0IjfOi5Z/nhxQv85OJF/uWll3jdkwcYTJcejoRGCNhsbA4G6UkU3jp8GqPktXfv3oLH\nMhvbtm0jnoowHJtdGeqtez+KTXLQ2nWSzoFWBkO9FHmLWb9kF62dJwjHQtzywLcI+Ma6An3uAG/b\n+1H+8l1fA2BV82YCvuk3qBnouk73aCsbN2zANaEM9HJhz549jKZkonkyMfPBVJmfDAQEdF1H03Xe\ns3s84fvF9k5OdY7RNETR3OC6N2Zk0K30UntNBT8AWzZvxh7uAdW8CLpi3RVUbHo9pDIXk4Dk8mIv\nKsNdXm/YW+gaZ+74DzzVTRQv38nCN36K0lW7DfFDQHJ6CDavNW1OAGgq9tEONm/eZHrNOhAsIWxx\n5ue6tWPO1hdHZH5/IozPMf41XXaBBz7dwsZ64walQ5YgrekG+flv7+5gNGG+PHwuRtOBoBnBT1FR\nEeUV5Za1u8uj6Wt/tpStKe610faodZkfHYSQwJLFS6wZPwcrV66ktLiYFwscRxAEjo6G0IByh4Na\np5MzUaOUreg6Tw8P0+R2U+tyUWa340pnY6T0d1MDQorC/sFBftXRXuBs4AUgGAiwZk2hBT3zsXXr\nVgRBoHtkdl1fm5fv4wvv/DfefeVfZB8bjQ5zywPf4r9u/TtuffC7PPXiQ7R2GjIioiixoHoxi2pX\nUl3agKap7D9yH10DszM0CSeGiCRG2Lb95evymojdaeJvX9yc5o3K4Ni9Kl/oEkt3HDolCR2dK9Ys\nzzuOJIpsaTGXEN6fSLFs2TLKTdS7mojXXPCzd+9edE1BGm4zbcxI52n6Dv825xEdTUkhjw4Q67mI\nLe3ppctJIm0vMXziCc7c8Q0SI2kvKFHCUVSGq7jKtDmBUfLS5aQlZMdgMEhEsZYy9o1Hxismd4YU\nllWN34W9c0MJu755muPdk28IAhBO6vRHVKxO/mQCQTPKXgDLly1HGpQsUXoOLDanhq5EFJLDFnXR\njRgmqkuWWB/8iKLI3ssu44wgkCzwhH956TJWFRURSqXonMD/Suk6qwNBBlIpBmSZxwYH8Nts6LrO\n9mIjIyEA76+v5/q6uoLmkULnjCCwZ+/eV1TJK4NgMMiyZcuzreQzQVWNElc4PsIHrv0idpsDu82B\nM505P3r2IGsWbePqLdcBsKRhNS+2Hua/fvW33P7wD7nQfYrbH/khvz3wi1m9Xlc6KHs5W9wnoqqq\nisUtLfSZ1PJulySc6RZycRoxQ1nT+OVjh3jwaH6ZAFXT+P2R46bMCSCuqISSsuUZy9dc8LNq1SpK\nSkuxDc1NZGs6RLuML4ojWIng9AKgq2nxqNgwjkB5tv1dcvkAgeRQN4n+NlxldZSvvYJkZIjYQIdp\ncwKQBlvxeL1s2jR3M7+ZEAwGCcvWXj5XLplsb3G4bXyq9rl2g2+VVHQmdl2Xeo0HbCL4rGzJxgh+\nbJKE1+s1ZbydO3eix3SYxoC9ULir3NP+3e63422a/v1EuqzRUBI6BERRvGSLz549e0wpfT3Q18vx\n0VFSQC6jYlPAMN+9u6cbhyBkb7wRRSGmaVlnd4BftrcTLtDb6zRGsPVKLHllsH37NoaiPcTlma+h\nBw//hlt+/03uefzn/PKP3+Yzb/sXPnvdV+nsb8UuOdi+6mretOsD7Fn3Bhx2J+c6XuLP3/yPSJKE\nqinUlDXyxh3v4/U73jOrufWEWmlqajLdT6pQ7Nm7l5GkOUanoViMZDq7U1M8ftOWq+ycT1m6KmAQ\n8oX0vw3NjQXPJ4NMyctqL7XXXPAjiiKXX3YZtlAHKOZE0EoyBoKEEhtFT2YsGV1y7k0AACAASURB\nVHSCSzYjubzEus+BpuGpWkjNrrez6lP/Tfm6K9BUBWewgoHnH0KLR+jcf6sp8wFAU3CMXGTvnj2W\nCEQFg0HCSd0qtxAAti6YuYvo2faxYEhWjUAng0yp6zN7rEudZhBOiQSK/KaVF3fs2IFkkxDazU9Z\nlW8sp/ldzSx8xwypah2i56e2GAFwl00fQM0LOkidEuvWrTMtkzYTVq1aRUkwyAsFjvPmqmpq0xwR\nDYMuJQKvq67BkeYuxVQ1W3HUMUpkfxzoz/7ukCScBXIoXgQCfv8rsuSVQaaLqnvk/IzHdvQbm1W3\nw0tFcS0NVYuoLm1gMNSLrKZorllGa9dLDIZ6SclJUkoCt8vHB1//1+jAl37yUX5/6DaCvpmVwlNK\ngv5IJzt27Cjo/VkBM0tfbocDt8PgoF4cGL/LSqU377YpUuY9odGsYrkO9AzPzmpqNuhLpFjY1ERd\ngdnPmfCaC34ALrvsMtBUbMOzq//OhMGjj4KuoqVyshK6xsjpZ1ATRmZC9BQR62ml49H/of+5B+k/\n8iCCKFG753ocxRUAhC8UeusdgzTSia6kjPdqAQKBAKoOMcW6etLn7+yc0/EaoOTwWPwOkaWVDj66\n1TxZg6kQlgUCJi7UPp+PzZs2I3WZX/oS7SJqQqX70em7C+XIDLw4Yfp0+bwRAj18abVpJEnKdn0V\nUvp6sL+fzhyyciZ/8+1zZ/lkUxOvq6zMGkg608FQIL05yRSRl/t8LCjAgDTT5bV7717TvPysQHNz\nM2WlZbNSe96x+hpcDg/vuOKT/N37voVNsnO++yQfev3f8Kad7+fmB77JLx74FvceuDn7nFB4iLse\nu5EDx35PLBFBVpM8efwPM75W7+gFdF17RZW8MliwYAG1NTUMmFD6cthsvHv3VhxTXCOVwSL2rJza\nCFtKf/dFQaC5uqLg+YBhZDqSSLHT4qwPvEaDn+XLl1NeUWFa6ati07Ug5rmAdI3MyqVFDfaqLifp\nffYBECW0ZIx4fwc1O9+O5PIiOT2mKXjahlrx+YtMbXHPRYbYayXp+e+uqKTSL81ao8c54SMYjGuc\n7E1x41PmqOVOh7AsEggWz3zgHLBv3z70qDWlr76n+hg6NvXA05bEJBBdIuiGZpDZENqNktdui5Rd\np8K+ffuQdX3edhdDqRS3drTT4HLT4HZngxwNGJJlfnzhAvf39iIJAst8PtanjU/VjKVA+vhnQiGO\nzdK0OR/OYJS8XknChvlgmHZuoy/chpZH+iMXixtW8/5r/5LDJx7mx/f8K8fOPsV37vgS//Pgd2iq\nWUp16QKCvjKeO/U4fk8Am+Tgxvv/g8s2vIX3XfMFtiy/HIBQZOZ7QXfoPD6vj+XL8xN8X26sW7+e\nkKyaslZEE0lSioLX5cQ24UZ71dqVjKY7wkp8XiRRwJfjBK+ks0OLa6oo8ZmjPTSSlNGBtWtNbv7J\ng9dk8CMIAldcfjlSqBOUwltKldgoaBNr9DmnVhh/mnU5Ybi/A+fv/Q7n7/5vnMWVrPjo18wpm6gK\n9pE29u3dY9nOL1OOyOjbWIEjHXF6w2refbhnwtt63TI/mxoMforbDovKHLjT1b4Xe6xxHM5FWLGZ\nXqLZsWMHkiQhdJh/jtWUcf1Jbgl3zeRAJ94zTRusCnavnardVRQvMzfgy5S81q5de8lKXhmsWrWK\n4kBg3qUvtySx1F/EvopyPtu8iCVe7zjeT5PXi1MUUXWdlyKRrPHpG6uq+H9r1nJlRQXvrqtjW0kJ\nde75lxMzJa9LsYAUig0bNiArSYaj07e833jf1/jh3Tdw4sJzHD17kIeeuROAaDzMt277B9wuLx9+\nw9/gcxcRjo3y1j0fprl2GXXlC3n21OOUF9ewdME6tq28csY5DUTaWb9h/SuSKA7GdZpSVaImqD27\nHHYkQSCaSJKrYepxOLj50Sdp7TXKsbJiiBlGkimqguMbJk52dnM+fVyhGE7KiKJ4SQLP12TwA+nS\nl65hGyq89BVcvHFSgAMaoiPdmaRr+BqWG+7tOXCW1WXFDmPdrVy473sFzwVACrWjq7JlJS/IzfxY\ndwmp2uSwp8Qjsa7OTZF7/LkcTaj4ncZc4jJ8elcZcdlQGei0qiMpB5GUYLoSqd/vZ9OmTUid5pa+\ndE0nOWicE3uRndTIzCl00SPiLB+Tm04OJhk4PEDkosmE55eh5JVBpvR1RhBIzeOEuyWJb61Zw4cW\nNNKTSDAgy2QKhz5JYlVRIKsBJGFYXtgFgSsrKvk/J16kLRbj400L+dcVKylxOKZ8nekgo3PqT6Dk\nlUEmQOsPT999e/TsoezPi2pXopPrSaXT2nmCH9x9AxXFtSxdsIZda1/H56//N2QlyYnzzzAw0s2n\n3/bP1JQ3Tvs60WSISCL0ihA2nAoZte5hE1zeT3f2ZDOPGWxqbqLYZ5RdE6kUfpcTRw5vtGckhC1d\nss1sy0ai03MDZ4uRlMKi5mY8BZR9Z4tX/rfDIixevJjKqmq6hlpRKgprp/XVLCLYsoGR04ezj4kO\nF3ZvMclUN6InQHKoZ5Kqc3JwvNji6IXj6LqGMCmQmhtsg60UBYKWkh0vRdnrTP9Y0GITDOHCt64J\ncqA1Qk/Y2PXsXujlsdYoT5wfK784bQIb6r1IIqgadIWtdZ/XdEN40YpMxb59+zh06JBR+pqZqzkr\nhC+Gs8FUondyVsxd4ybeNT7zo8U0UsnxQZISV0iOJPEzviuvEAgdAoIgXPKSVwb79u3jrrvu4hRQ\niE/1wwP9DKVSuESRRDrg2VhczK862tExSmE6sMDlxiVJVLtc9CUStMVi1LrdWe2fuSJT8nold3nl\noqSkhIb6BvpG21lavSXvMR19rQS8JWxatpcrNr0Vl9NDNB7mqRceYkXzRkKRYcO6IjLAhe5TVJc2\nAPDbA7/gmZP7+fRb/5mFtbPLJPSHDX2lV3LWrKamhuJgkOFknHp/YQ0HB0+dzf6cITAfudCWVX+O\nZr7ziSQ2ScyWuiRJRNG07BbhpY5udiwrzIZG03VCKYXLLhFJ/zWb+REEgSuvuNywf5CnV7qcDZRY\nGFdFPYve8Xd4qpspW7WX+suNtkotFsJVWg06uEprDLXnkio8lQsQHWMXr6empeDAB1XGHmrnsn3W\n7vwuRdnr76+q4hM7DLJyJiX7uxMhXuo1gqKrl/j42PYy1teNnUOvA1KKzvU3tuKUwGWDgYjKi92F\nf8ZTISIL6JgjcDgRO3fuNL305av34a334k2XCQX7+LHzBUTGgen/RRDSBAF/s3mBDzpIHUbJq7jY\n5HLaLLF69WqCRUXkVzSZGU8NDfHF48f4VNNCrq6oZGtxCUWSRERV+dsXjhO02/nogsbsonE+HqMj\nHqfIZmNAlvnIc8/y8SPPzXv+JwC/z/eKzlxMxPoN6xmMdE7J+xmJDDISGcDvDeBx+Xj8+fu56Xf/\nyY4111Bd2sDSBWv45Fv/iYGRbjRdw2ZzEooMc+T0AQZCvXz/rq9w8+//a1Zz6Qu34/cX0dTUZOZb\nNBWCILB6zRpCJpS9/O4x3TQdw9RUUVXiqbGskigIbG5ZSEPp2O4rmaMyXVbk4w0bCw8WR1MKqqZd\nMh+612zwA5nSl45t6ELBY6nJGLqq0XrXN4l1n6N4+Tbk6KhRDhMlEkPdLHzLX9D05r9g0XV/jZZK\nEes5b2SD0mTpkmVbC56HNNKGriqWlrwAXC4XDrs9q2xsBZrLnFy/vpiG4FgQ1xUa+9I9fi7C+265\nSG9YodxnlMGiqXTrZURlRbWbRPrwgMu6+r2Zvl4T4ff72bhpo6mlr2hnlGh7lGibkarO+HwJznQR\nQc3/QiVr0tYA2pjJad+BvrzHzgujRsnL6mt3OkiSxM7duzkjCMjzOOFHRkZ4dmSEe7u7eai/j8Mj\nwyQ1jRavF1nXiagq+8rLuaK8nAVuN+UOB36bjWsrDYFTWddJadOTf6eCki557di580+i5JXB2rVr\nkdXUlLyflQs3ccPHbmTzMqMUerbjBU63HyMaH28ntGSBsQBf7DnFnft/Qu9wBx6nFwSB7sHZidoO\nRNpZt26t5ZYqhWL16tXEZIV4gXo/DrtxnSysKEMUBCKJBE6bDVlVkdLnoMzv43RXD0NTlLYGRiME\nvIVLXoyky3irVhWSc509XtmfsMVobm6mtq7elK6vJe/5J8rX7kNLGbvmUzd/idELL4CuIdrsyOEh\nzt/zHU7e9CXO3v4fKBGj00ZXlaxTZ++h+wqeh22wleKSUsujZ0EQqK+vpz1iXVChaTo/PTTAm1cH\nswrN/3h1BXuavQhALB3YOCT42pvGm19KwnhBxIxuhRVoS5+D+vp6S8a/bN9lRteXSUan7X8cb50g\nukXsATt6Ume61rrh45MnULnDPBE4od0oeVktbjYTdu3aRVLXmc9dIWMCeXdPN40eD1eUl+Ox2VhR\nVMRCj4evLFvGi+FRHuzvpzeRpD+V4j3PHObQ8BDLfUYWbd08M4gXgISuv+znb674/9l77/A47uts\n+56d2Y5dAItFL0QjKsVOsIiiCqlKUZJlyy3uNXbiOHaK4zd28vlzXrc4jmPHcZFtucRFtmXJ6r2S\nkiiJYi8g0XtdYHuZ9v4xC7CIZQGCACnPfV28JAA7M78FdmbOnPOc52Si+/mfe7/E57//XgbHenjf\njZ/l//vwnfhzirjrwX/nW7/9RzRd493XfQqX3eg66hluozS/mrde9RG+8cnf8Ln3fPuc67gU9D5T\nTF3fJ89T93Pz6uXcsmYFt29Yjd/rwWKx4Ex3dOm6MdLC7bQTjsWxiha2rlxGTWE+dsm45uV7srBL\nEi8ebjvbYTJiIpmipLiYvLw5qu+fgz/r4Od46WsQIXV+Lbs9T/yMvqd/fdL3Jg6/iGB1TAdEuqZi\ndXkoWHU9BWu3IVht6JoKuhG9233neSNRUliDfWy+5up5eXJpam6mI2zjNLrkOWFnd5RfvjrBd58f\n45u3lfKnj1bzkQ0F/N9tpfz1pnzuWG7cJPomZT706+MXzlq/jW1LvCftq210bgwtT0d7UMJus1Jd\nPbfzbaa4/PLLsYiWOSt9qZGTnxa1uIYcTF9Ez/K3FGyCMaP3hJ5YJTpHeqp0l9fSZUvx+TIbPnmh\nWLVqFU6Hg8Oz2LbIYSfPatw8mr1eeuJxJmSZ+wYHWZ6dTUuuj//t6UEAUukyT1LTeHZ0dNr48MGh\noZOGo2bKIcBus9HS0jKLlS8c07qf8JnnmSnpWYydg0f41ePf5Sf3f4Xndj/InmM76Bw4QvfgMWKJ\nMP/wF9+iyFfO6OQAaxqvpKX5GmxWO1bp3ALyS0HvM0VNTQ12u/28Rc+1xYVIksg373uUkWAISbSw\nssYYgi0AT+49ROfwGACjoQg7Wo/SPjxKMp1xCkSiJBWFtsHMBtSeCV3XCcoqy+bxd/9nHfwA010l\nYuDcLqNnw1VYiSOvBHfFycI6XU5gy0kHNYKFhvd9mbIr30m4cx+6fPyGnL14FXXv+Px5rUGa6EbX\n1HkrGzQ2NhKVdYZiF+ZjdNfLxz05UqrO2+/q5NHDIb7/wijffX6Uw+kWdlkDqyhQmCUiCtA+luLe\nfSenxDfVzo0PxeloD1upq6u7YKUGr9fL2pa1iD1i5sNIz0LpllIkzxvXastN3yDSP7Jmpzs8BMiq\nzkKNqIgekYL1BdM/dxXPUVdGAPSQzpbNW+Zmf+eBzWZj/YYNHLFY0GZY+np4aJhxOcX1BQWMp2Qi\nikKx3eiSG02mUDQNDWjyeLCnW6ktwHvKK/jPpUu5vqCAm4qKsM1Q8Kyhc8RiYd369djt9nNvcJFx\nLt3PP733v/jKJ37J/vad7DryHN3DbTy/5yE0XeO6NW/j8Vd+z7/97K/Q0fnA1r+nvKCG/JwSHn7p\nN/QOtzM6McAD239JLHHm7sRLQe8zhSRJLFmyhOB5TnhXVI2xYHj666Ss8PS+wxTlZONxHS9lFeYY\nD5OTUSObLgBS2rah2JfDB7ecX7YxpqgkFXXeSl5gBj9UVVWxaFEl1vMofampJBOtr5IY60OJhRBE\nK0g2rB4jfafEDMOyrNLjangt/SRjcaSHnqrn/wQtBTrw+/PnzZxr6jjtwQtz038pPVqhxCtR6LFi\nFQVEAd7XkodFgMMjSbJsAkuKHCiqzkRcwy4JJ424AHDbBBzWC/NRVzToCok0NjVfkP1PsW3bNvS4\nDmc3Zc4IySmhhJXpDI6zyIlgFUhNpIPx9EfxxGxQpMO4aaghleEXhpGyJNwl7jkz5RQ6BOwOO1u2\nLHzwA8YYgaimMVMjjDtKS3lXWTmfq6unOxZlQpb55eo1fLKqihcC43y/s5M7l6/g20uX8dWmZpo9\nHjTgzu4uvt7aymMjIzw4NMRd3TM7ch8Q1rRLruQ1xbl0P/FklKHxXkr8lSypXsMNa9/B+iVbsFnt\n7Gp9gbryy1hWu47HXr6bO+//KvH0mKFHXvoNT712Lzv2Pcbjr/yeAx2vnnb/cOnofaZYunQpoaSM\nPEuNGMArx9p5/lAr2a6TNTtDk0HUE/REA6eMr9Ax3JgBFEVhLHR+lhdTGaz5EjvDn3Gr+4ls2bKZ\nn/zkJwjJCLp9ZhkCTVU4+OO/N4wOgeQJw0k1OYE9r5TkeD/usgbk6AT7/vuT5NStoWLz+wgceYnc\n+rX0PfNrlHgEJRlDss/ySVpJIob62XzHHfN28i5atAinw05HKMEVJXO//yn/iYGQwjeeHObLW4u5\ntsFLUtH49JX5/H7PJKvKXVT6bBwYSpBSdSSLgHzKteCKmguX9emNiMgaFzzgXLduHb48H+Md42il\n55f+8VR5kNwSSlTBXe4m2nsaIeNU3+sZUOIKk4cnkcMyNu/sPGmmkY0ur+tuvG7OBsOeL+vWrcMq\nSRxWFGaSB3h4aAhBgKdGRrBZLHyqupo/DPSTI1mxWyw8PDzEM2OjpDSNuKryoxUr6YvFuGegn9ET\npsCXOBxnOcobOQRIonhRjmTIhBN1P3lZxW/4+a8e/y6HOl9DQEBH50DHq1gEC5quEZBHaK5ew+rG\nK/naLz9NLB7BbnNQWVLPe2/4DLVlzXQNtrLt8veyom7jaY9/Kel9pmhsNEZPRFIKuY7ZnYOxZAq/\n18PWVUt5ubWdrpExkumhukoGQZXTamU0FOFQbz8lvtk3fIRSCk6n84LpJk+HGfxgdH395Cc/QQx0\nohTPLO0mCBa0Uz8kVjvISdREFDURJbt2FfHRXlKhMSxWO5NHX8VTeRnjB15g4vDLaLJx0et5/C6q\nt/3VrN6DFOgCTWPz5s2z2n42iKJIQ2Mj7e2vA3PfSj6lUb5msZunj0X5h/v6+Yf7+lG14/flrc0S\nBwcT0/dqi/DGO3buqXbQc0hbOut1oYMfSZK4Zdst/OxnP4MocB4xgmAR8NZ7CbweOG3u15pjBRXk\nsGz8/JSPt81nQ5M1dEVHmoPfrdAtoCs627ZtO+99zRUul4vVa9ZweOdObtQ0hAyHrOwNBVF0nT2T\nkyjAU2NjPDo8jFUQkHUdAahyuTgSieC32ciz2fjCwQOMpAxbRQn4WFU1NxQVZbxWPV3yWrlyJR7P\nHFoPzCM+n4+KigpGgqf3+7n8suvI8xaQnZXHriPPMTjeg8UioqkaedmFJFNxfnDv/08oOsGW1bfz\n5Gt/5Gu/+BtScoKC3DJ6R9ooyCnhurV3nPb4l5LeZ4riYiNIjKsaszWGaO0fYiISoSzPx3uvNj5z\n33ngcUZC4ekg6FTcdhslPh/BeJSNDXX88eVd051hsyWhqBSXlM3ZYOhMuDTyexeY8vJyamprsc1C\n9yNYLMa4iqmvRYnFt3+Gmrf9o+HgDGhKkuza5YBO4dqt+C67koHt94CmTQc+ADbP7FXuUqCDwqJi\n6uvPz7BxpjQ1NdMdsZA6f8uJNzCl0/nLjQV86aZiFM0oM50Y3vz4xXEGQ8f9eKMn6Jrz3cbHe29/\nDPkM7dvnS3tIJDcnm8LCuet6OhNbt25FEASEjvO7QKRCKSYPGrPmot3Hsz6iSwQRKm6uMAKfM20f\nSKGEFcpvKMdyao1xpuggdorULq6loaHh/PY1x2zatIlJTWPg3C+dpirtTKsAl3k8PDY8TLXLPR34\nfK15Cd9dthybxYIkCPy6t3c68Cm02fj56jW8fYbTrIeBcU3jigUyhpwrVq48s+5nae063r75L7l+\n7R186ObPUeqvZEXd5ayq38R7b/wMrT17GJ0coLlqNfUVyyjMLSccmyQpJ+gfNa7rTseZnxguJb3P\nFFPXnPNpd19fX4PLZmNfdw9q+iH+A5uN0qmWzrxLooW8rOO/u3hKJp5KMhoMs7ikiE/euJlNzed3\n30no+nQwN1+YwU+aLZs3I0RGEBLhc7/4FGw5xyfaOvLKOHb312i/55t4y+spXLuN0qvfjSBasXnz\nGdz+RwL7n0ONnVxDrbz5k5Re+Y7ZLV6OI4YGuHbL5nmNnMFIvaoadIfnvuXdbbNQlWfjshIn6DqL\n84+ndsuyjYyDqkMwfvxiaTthGaNR4/uHhpK82jM39uun0h6y0djUPC+/98LCQtatW4fYfX7C59hw\nDC2pYbFaqLilgoL1BdS8qwY1poIK7f/bjpSVzuic4ThSlkRu8xwYEQZAn9S57dbbzn9fc8zll1+O\nRRBm1PX1leYl/G1NDZ+qruELjU2s9/m4Jt8w6vRZrazKyUHWde4oLeX2klLaopHpnNJwuu39ubGx\nGa3zEEbn6saNpy/pXCqcS/ej6Rrfvvvz/PTBb5DlyuFAx6vsan2e+1/4OWPBIaqKG5gMj/PDP32Z\nj9zyeWrLliAgUJpfybaN7+Pjt33xjMe+1PQ+YHiteb1eEucR/KiaRjiR5IFX9/LQa3voH5/A43Sc\nlOdUVI3xyPHrp02SWLO4mrWLa3hk115+8cx2IvHZz0/UdZ2EolI0g2znXHDp/KUvMFNdX7Px/Dlx\nTEV8pAswMkKju58i3LmfkVceZuSVh0gFz2wIN/r6E6SCM7voTSEFukBfGHO4adFzaO5LS/1BmfGo\nwtefHOLfHhuiYyw1bWbYlzY7bCiwEUkZ/+93i9jSIt4TJxS3LHKxdtHca0missBgVJjX6c+33nqr\nIXyeSTriFKYMCjVZo/eRXkZeGiHSlxYsSmDLtqFEjqe8ncVvNDBTIgoDzwxMD0idLReb0PlEcnJy\nWLp0KYdncEPMt9upcrtRdJ0Cm42vNC+h0WN0yozLMn+9dw9veelFnh4Z4a6uTt5ZUsqaU9ysv360\nlUOh0Ol2f1qOCALNTU3z5o9yoTib38+uI8/zxR99kPb+gwyOd9PasweP07C6aO8/xI59j9E52Iqq\nqdSULuHpXffS1neA5urV9I108MD2X/AvP/owOw8+9YZ9X4p6nymKi4qIn4eH2ZrF1dy2diUAr7d3\n88PHnmFXexc5WW5cNhtO6/HruiAYWaDcLBfLKisIRCLs6+4jkkgyNJn55/VUFF1HVrV5yZ6fiBn8\npCkpKaGhoRHrLEpfxZe/FYvzeK3dYnOSs3g1FoebxOQwgcMvn/R6werE7js5xRcdOEbg8IuzWrsU\n6KCsvJyamppZbX8++P1+8v1509qXuaSh0EGey8If905iFQWuWuxmNKJitRhZoSKPyJGRFJNxnWyH\nhQf/soaPXZ4PGOMwPrQul09tyufH76pAtMx9ZqYjZARi8xn8rF27ljx/HmLH7DNtOfU5SG4Jq9eK\nt8aL3WdneHv6aVvhDRq2xEgCi92C6BCpeU8NzmInDr+D4R3DjL02u4AdgJQhdL7+uuvnZZDhbNh0\n5ZWMaBqjM2h5/9Lhw3y/s4OvtrYykUqxL2Rked2iiAVI6jqDySRxXee3A/18oqqaRU4X7yktwymK\nxFSVZ8cym5IdQGdQ19l05ZWzeXsXFdO6n9P4/ezY9xihqGGy2Vi5CqfdzdbL/wIQsFhEPnrrP/OZ\nd3yVQHgYlyNrepaXzeqYHoKqoZ22pHYp6n2mKCouJjlLo7VAOMJX/vAA4+EISxeV01xRis/j5r6d\nr4OuE0ul8JxwXuo6XN5Qx+BEkF88s51jaW8fmySxryszB+3TMVW2MzM/C8iWLZsRomMI8eC5X3wC\nxetvIbd25fTXWirOROtOBATsOfk4/Wn34fTcLl2OkwwMnvS97MWrKVh53YzXLKRiiKFBo2w3zyWv\nKZqal9ARPs+On9Pwhz0BOgMKoYRGTNZ56qiRepU1iKY0hsIqPpeIgNGZ8IH/7WZ7e5jr641A9IW2\nKN99fpSHD83+qeRstAclBEGYV62KKIrcsu0WQ+gxy+5SwSLgqfTgLHQa7ero00Iq0SWipAfBCqIA\nVmPye0FLAWpKJdIVQUtpJMYSeOu8x0dezGYdF6HQ+VSmWsczKX1pus73OzoIp4Wij4+O8OUjh/l5\nTw9Oi4XftqzlulOebrcVFVPpdvPz1asZV2Q+VFHBvy9ZwgcqFmW0vql1LdQg2LnmTLqfTSu2Uuqv\nZHXDVZTmV6LrOk++ei8CArdsfB9LqlbjdLixijbiyQjrmjfz7b+9lw/c9PeU+CupLG7g25/+I+uX\nXPuGY46Ee/F6Ly29zxSFhYXEFXVWlhM6xme2PzDBvu5e9nb1EokbGtR8r6G3HA2dLAM5OmDctzqG\nR8lxu7lt7QpSisLhvtl7cCQUbfq9zCdm8HMCU5OQZ1P6yio/VfBlQU1ESE4M4y5dDIAgWclt3IBv\nySZs2YZOyFlYCUBirBfRPvP5KFPmjAs5D6mpqYmRGITmeMjpu1a98cYqcPKHdnO9x+jysggcGU6y\nszvOY61hvA7LdJeXeIFiwvaQSEV5GVlZF66V/nRMC587Z//G6t5fR+hYiIGnB0gFDJV4yeYSQ/eT\nRld1kCE1kTKGn2owvH2Y5HgSi91C6GiI2NAsndHTQufFdYvnXaQ/EwoLC6mvq+NwBg8Wk7LM3f19\nyCfciDyiSLHdwVX+fNoiEY5GjkesdkEgpio8ODhIRzTKI8PD/E9nJyUOqocptQAAIABJREFUJ64M\nDTMPCQI11dWUlFwAr4kFYMWKFW/Q/cQSEZ7f/RDrL7uOlqarefq1eynNr6J3pA0djfuev4uv/+9n\neGzn74kmwhzp3sP+jlf49ePfpX+0k4GxLvpG2s74cGjofVZcUnqfKYqKilA1jdQssj95niz+Zuu1\ndA2PTWt8ErLR6DA1uNTjsGNNm3Hmul2MBI8/SE5Eojx74AgV+Xl85NrZB99x1bjmzHfwY7a6n0BB\nQQFLLruMA+0dyKWZ13/VVILBF+87+Zu6ChYRTZUZ2/0kAPnLr8G/ZBPH7vkmuQ3rQNdxFVXR9cD3\nyCqb3Q3AGuigsqqKysrKWW0/F0z5TbSHRFb452jcAfCF64pZWebiCw/0MZHW0+npf1Md2JqmYxUh\nnDj55G+pcNE6kmSRz8ZrvTHevnJuRyboOrSH7WxYfWHNDU9HQUEB6zes56XXX0JpVmb1CCNHZJwl\nTuIDhkWBmCUyceg0w8PSHgLjrx93285uyibSlTY9jM9S8zMOelDnLR9/y+y2n0c2XXkldx49ShDI\nPkvLu89m4z3l5Tw5MsJQ2rNnKJnEKVoocTr5zP59tJyg71mWk8OdXV3EVZXHL9+Iz2olIMv8qKuT\nLzWeu5QaRqdXhw+8CUpeU0yVnp4/+jtE0bg9RWNR2voPEJbHKCstR5QksCexWq2oiord4WBgrAtd\nSlJVWYXNauPp/XfT1n6MkDJIWWk5Lpeb+/d+740H1CEhxy7JkhccDxgSiopdnPmFQBLF6a6uCr+P\nnjFj5uRQOsipLS7k2MAQsqpikyRUTT/JAiwYjTMZjWdsBXE6EoqK1WolN3cOGihmgBn8nMLma67h\nwP7/QohNoLsy+2Mo8TCpyVNq9IJRjrH7ykiM9YBgQXR66HrkR8ihcUZeeYjmj30LORwAwUJyYoTI\nQBtZJbUZr1VIRrCEh9nyjo/M4B3OPXV1dVgEgfagNKfBz4d+1c0zbRHKcyQm0uPZ7SIk1eNNSJJF\n4Ptvr+Cz9/axpsLFbUtz6J1IcdfOAKMRBa/DwnNt5+c+ejpGExZCSX1e9T4ncustt/LijhcN4fPM\nOqMB6H+qfzrwAWPeVzwSNwIp3Zjfpcs6zkIn8aE4qckU1hwrWkojeCiIxWYBAaxZ1lmtX+gQcDgd\nC5qxzJQrrriCO++8k5eBunNofzZXVrK5spJnBga4u7OT1vQk7OW6xhq/n9sWLeJGVWXX2BiX+Xxc\nKwious5eOUVYUXCLItdVVNCZgcaoDeMm9GYpeQHk5uby6U9/mu5THK6vvW4zLpcLSZJ4F2/sih0Y\nGCAvL296tIcsy7S1tVFXV4conl0fZ7PZLkrBfSZM6WTiqko2Mz8XXXYbHqeDcDwxHfiAkfm5dlkz\nT+49OP1JHAmFKcnNPsnt2WmzkpAVIonZd3vFFY2CgoJ5l22Ywc8pXHXVVXznO99BCnQgu1ZltI09\nO5+at3yGjgf/B3QNwSLi8JUg2h2Euw8aL9I1Bp//3fGNRCvx0T46//Qd0DUifUdo+8M3Wf43P8h4\nrWK6PLfQNxCXy0VVVSXtk0fndL+to8YJNRJRkCyGx8+JzUV/d42fsYhG60iC/Z9v4oX2CH/1ux5K\nsm2MpbuVmgod/Pfb5941tD1oXFCnsl7zTUtLC/58P2MdY6hlM8u+6JpO/pp8gu1BEkMnXLQEpqNK\nXdHxLfNRdm0ZvY/1Eh+K41/lp+/RPlylLrLKsxjfO47VM4vgJy10vmHbDRet0PlEKisrqVq0iO3d\n3WzPcJuU34/a3Y3DZsNutzNYWopDknhk6gUez0n7UhQFm8tFbm4uj87A5bqstPSCDdRdKN761rcu\n9BIuGaaCnyndzGyY8vdx22247HZGQ2HKfLk4bVbqSouwW60MBiYZDYWnAx+bJJFSFOIpGR1InUe7\nfULTWDzPHj9wiQY/giBsA7bV1maeJcmUvLw8li9fwe4jHcilK43+vnOgJKJ0/Om/sOUWUH3zX9P1\nyJ3EhjoAHUd+OangGFrKeMrOadpIYqQLQZToevB76JrCOWcJnAFboJPFi+som6Ep2oWgqXkJTz/a\nhabDXDVWXb3Yw69emyCpgFMSUDSjb6PGJ9EeUPjW02NYRYECj8QdK3LZ1x8jmNAIJ40bugC83B1j\nNKyQP8sMxZloD0rYrNYF6bADQ/h86y238pOf/MQQPs9AdtTzYA/9T/ZTcXMFPQ/1gA61762l8w+d\nqHGV/HX5OPOduMpc9D7aS8XNFbhL3KSCKQJ7A+Svzmfi4ARaSkOYxR9b6BbQ1Ytb6Hwq//Gf/0lv\n75mnji8U5eXlC9boYLLwZGVl4XQ4Zm10qGk6t7asoG1whFfbOokmDf3fUDDI/a/u4Z0b1yKrKvu6\nellfX8NrxzqRNY2UovDWdau45+VdiIJA+9AwzRWls1pDQtXnvdMLLtHgR9f1B4AHVq9e/dELsf/N\nm69h9+7XscTG0dz+c75etDvxVi8l2Labo3d/FTURAQS81cuRwwGc/lLigUE8iy7DIkBO7QqGdj6E\nM78cORZEiRhuu1oqjq4qCOK5/yxCIoQQGWXLlred79udE5YsWcIDDzxAb0RkkWdu7J6/sq2UFzsi\ndAbkk7z2hqMa/3JDId94coQlxQ5q/DZavtmKNZ3dPlX79+Hf9PDSZ+dWVHs4aKOpqemCTXLPhJtu\nuomf/vSnCF0C+pLMg2d3uRtPpYdgWxB0cFe4af91O/41fqxZVlxFLtr+tw3RKaLGVbw1Xtp/2467\n1M2yf1rG0Z8fJdQeIrsuG8k98/cvdonU1tWyePHiGW+7UPj9fvz+c18LTEzmE0EQKCwqJDo8u26r\nnzz5HN2j49QUFbCsspy9XUaAr6gaa2orKfFlo6ga6xtqiSdTfOLGa/jOQ4aGVdE0Pn79Vfzi2ReJ\nJVNnO8wZUTWdpKLMu9gZLtHg50KzadMmvvWtbyGOd5wz+NF1jcN3/TOJSaM7wQh8AHREu4tQxx4E\n0YquygRbDb8fh78Mq9uLLTuf+Mjx2rZgdWYU+ABI40bJa8qccaFpaWkBYO+Ydc6Cn129UToDMovz\nbfzxw1V88nd9bO+IsrXJyzNHIyQUndd647SOJHFIYJMsoGvImtHhpeqGhCXXObfu0xNJge6QhevX\nvnEG0XySn5/PmpY1vHrgVUP4nGECwL/Cj3+Fn8ChAMHWIGpSRVd1lKhCzR019DxqeHZMiZl7HutB\nT+hEuiK4ilx4q70oEYX6D9Yj2mb4u50wHJ23fejSyfqYmFzM5OcXMDE4O9fT3rTOp33IMOCVLBYs\nFoGUohKMJfj2A0+g6Tp2q0RSVjjQc3xw959e2c0tLSv4/O03Y5lluj+VLrktxIPFpdfbNw/k5OSw\natUqbBOdRlvP2dBBSURAO37DtzjcgECoYzfA9IwvsBhlNF3HW7OS4LHXsNgMw0NXyWJy6zLTGAFY\nJzppbGxakHTh6cjLy2NxbQ17x+euvLSn12ijHo8ovNAR44s3FLO4wM7rfTEiSeOkEYBwUuMzVxdy\n+7Kc6YnuRV4JW3oKxJGR2YvxTse+9Htct27dnO53Nmy9aSt6VDd8fzJEiSm03tXKkR8cMbpdRhI4\n8h3Uf7CeIz85wsATAwgnWGTrJ3TSqUmV4k3FNP9186yGmgpdApJVmtcBvCYmb2Z8Ph/yLHwOZUWd\nlih4nU6WLirHIhiBT31pEccGho77B+k6VlFEOcVN+rHX9/Pdh56Y7hibKcn0/ny+ue3GzQQz+DkD\nW7ZsgUQYS/TsTquCxYISP9kISktEkVwevFXLESQbiWHDi8eW7QddJxEYYnzv08aLdY3a2z+LaLMT\n6tyPmkqeeog3HjM+iRAdZ8uWi+sGsm79Bo4FJaLy3GgQHj5stFsG4hqf/F0vv3ptnKMjSY6NpvjE\nFX5Wlbv41CY/OU4LX31imJ/tPN6tMBlXSanGrK+raufWh2fvmJU8X+6C6X1O5PLLLyfLk4XQlfnv\nfGzXGOO7j7euo4OaUBl4eoDJQ5MggC3nuGmlYD++794neum8r5P237cT6ZlhF50KYq/Ipis2XbLT\nx01MLjZycnJIzsLoMJxIoGg6VtGCqqkc7hsgparkez209g9N24o4bVaSikq534flFH1ZUlGYjMZo\nG5zB09cJpNLBT05Ozqy2Px/M4OcMbNy4EVGSkEaPGvqas/yT7C4sVjvOfCPDI4gSRSu3EBs8hq4c\nr4Wmwukbjq4CArmLV6LJSY797mvoyTi2rGwscuTcxxttRRCEi6bkNcXatWvRdDgQmJtqqvWUE611\nxAgM6/w24rLOHz9Szd9tLiKcfGOng8tqfLRTKjx1NMKhofgbXjMbVA0OTNhZu279RSE0tdlsXH/d\n9YgDImRYdvcu9mJxpE99izG7q+adNYztHpv+3tK/X0rTJ5uw5drQkzpiunSoJ3UGnx5k+IVhuh/o\nPsMRTo8wIKAndbZu3Tqj7UxMTM5Mbm4uqqahzjD48WW5uW5ZM7KqEU2mpgObE12dRYsF0WLBbpXo\nGB5F03WKc42ZalPmh7KqTpfPZspU2Wu+PX7A1PycEY/Hw7q1a9mxYwfWkSNnfe36NcZoC03TaLPI\nFBQUkCOMUtZYy9BQFsFgEJvNRnZ2NoODg+i6jsvlojbfQci+hIMHD1LgdVJVWwUH7s1ofZctW3bR\nCTCbmprIcrvYO5ZkbaF83vuzSsYNemmJg/p8O6/0GGWwo2MpPn1PH/v7Yzx6JMwV1VkEEyqtw3Fi\nMmTZBCZOcCp2WQWKvXNTjjsWlIjJ+kVR8prixhtv5J577kHoEdBrz30BDHeG0RIakltCiSokRhJE\nB6LEBo3fr8ViQbSJRLoj07ofVTb+m9OcgxyRiXZHCbYGSYVS2LyZjTYRugT8+X5Wrlx57hebmJhk\nxFTgkNJ0pBmkMzRN58l9h6a/Tione7Q5rFLaw8d46BQEwZjAnpK5bFEZK6oX4XU6uPOJ5xg7ZQxG\npkxlfszg5yLj7/7u76ZHXlxIIpEIbrd7RpmEZcuWXcAVzQ5Jkli9poU9Lz+LrscycQk4K996Sylb\nvneMfQMJ9g0kcErHnZ0Bfvyy8bQxElZQdR1VM9rsI6mTA4D7P1YzPerifNk7LmGxWFi1KnN91oWm\nrq6O6ppqOrs7UWrPbTLpu8zH8MvD5K/OZ2z3GPHhOL2P9BoXN0Gn+h3VJMYSRht8Gm+1l9DREMEj\nQWPsRRrJmeHvNQbCkMDW9289p+mciYlJ5kwHP6qGS8r83LJYBG5pWcHh3gHiqRQ9YwGsoohNEsly\nOhieDOG0WdF00DV1OlCJJpLs7+7jiqY6RkNhHFYrXufMRzOBkflxOhzT5pTziRn8nAW/38/111+/\n0Mu4pFi3bh3PPvssPXPQ8v7okRCTceOEm3J2znVbSMg6TqvAeFQzDLbSN+MvXl/Ivz81QpbdwljU\nOLYAfP3JYX787swGRZ6LfeN2ljQ3X3SalZu33sx3vvMdmATOUT5PBVNEOiMkRhNklWex8gsrGXt9\njNhQjKHnhuh9uBfBJhilLguoUXU6KzQd+IhQfn05Fmtmj5pCtxEJ33jjjbN9iyYmJqfhxOBnptgl\niclYjOHJEKJF4KolDTxz4DDW9Gyvd29aj9+bxTfve3R6m6rCfHrHA9z78i4G06aHZf7ZZW6SqkZO\nzvxnfcDU/JjMMSe2vJ8vV9Z6cKTD89uWZVNXYCfHIRFN6YQSGi6bhWvrPXxsQx7/fUc5x0ZTJBWd\nAo+E1QIuyRDseR1z8zGfSAp0hy2sW79+TvY3l1x77bWIkpiR8Nld6qbm3TUoEYXJw5O0/aqNjrs7\nGHpuCIBkIEliKIEaV9HTWbSpSe+iI/1kqc4g66OD2C2ybPmyN80AThOTi4UpsXBSm1nwo+s6v3/x\nVUYmjcYSVdOJJRIoqkYkniDH5eTJvQd5ubWdrPSA07wsN1uWNZOUlenAB+Cl1vZZrT2lagvS6QVm\n8GMyx/j9fmprquek5b0i18Y3bjNE5He/HqRrPIU13YJdlWcjmtJ4ojXMYEjmmsVZtCxyIYkCh4aS\nCMDfXl3ItfUevnbL7JxHT2WqxX3tAvv7nI7s7Gw2Xr4RsVeEDK6B2YuzseZYcRY7KdpUZExtPwF7\ngZ3c5lwKNxXiKHDgW+bDYreQ05xD5dsqqXl3DYUbMjQmGwM9rLP1JlPobGIy10wFPzPN/AiCQEV+\nHjrg9xodsTvSQYyiaYTiCbpHx3nh0FGCMaNhJJaS6Rge5bJFZTisViSLhcayYt66fvWs1q4AuWbw\nY/JmYS5b3m9Zkk2Rx8g2aLrOkWFDfDc1wVgU4IEDIW69s4O3Ls/lbcuMTgSnzcLXnhzmidYwQ+G5\nGbY61eJ+IcaqzAVbt241PHky8DtLjCaQJ2U8lR6SY0nq3l9H3oq86Z/LkzK5zbnYsmw0fqyR1GQK\nLakxvmucsV1jJMeTmZe8uowhple+iaaPm5hcLNjtdlwu16zKXpX5xjk/Fopw04qlx/cpidglkfrS\nIjxOQ4/jtFqJp1I88vo+DvcNklIU1tRWMxoKI81iojxAUtUXROwMZvBjcgFYt24dmg4Hz7PlPZbS\nuPH77QyFDf3OW5Zm844VOfzgHeX0TRp93QIgWqB3IoWm6Xx8Yz7rq9zU+m34XCI/f3c5FbmZdSOd\nDVWDgxdRi/vpWLNmDbl5uVi6zn1axwZjCKLAyEsjtP+2HWuWlfoP1rP2m2spuqIILaUx8MwA3X/q\n5sD3DhDpTnv6CBDpjND3WB9yOIOOPtkYYrpl8xacsxRFmpiYnJ2cnJzptvFM0XSdowND01+PhcPU\nlxZhEQRyPVnEZYXW/iFCMcMkNnTC5Hav085fXLkOBJiMxkjJM3/A1HWdlKKYwY/Jm4fplvfzLH2N\nRxUODx8/4e7eHeT9a/O4sSmbyYRxol9R4+IvVvloLHTQNpakKs/ON24pZVdfgrGoyod+08vPd46f\n6RAZ0xYSiV5kLe6nIooiN91wE8KQAOewNZo8MjktXpbcElkVWcSGY7zyT68wsnMEBEP7AyBPyJRu\nKWXtv69l7b+vpez6MspvKs9oorvQJ6Aruil0NjG5gPh8vhlnfkYmQwxMBKe7co/0DxJNJNF0narC\nfK5oqgPAKkmsrq3EJonTE3RGQxF++exLeJx2/s/btpGf7Z3xmuX0oGoz+DF50zDV8r4vYD/ndJCz\nUZ5r49fvX4TjhFEL9+2bRNN0Hv1ELVubPHz2miJuX57D7v44X3timJGwTHcggU00hM6qzpwYHO4d\ns150Le6n46abbgL9eHfVmSi+qpisRVkUbCggpzmH5HgS0SZidVungyJd1ZE8RvZOdIpE+6Ic+fER\n7H47pddmpqOydFkoKytjyZIl5/fGTExMzkhubi4zdVYrys3m9nWruPGEcpeazh7tbu+mc3gUh1Ui\npSgsr1zEiqpFTF3OvQ4HAC8ePjZ7g8MFdHcGs9Xd5AIxFy3v41GFf3tsmLetyOXevZP4XBZ+9OI4\nzx6L0B9MEU3pPNsWJZrSEAT44DofV37nGElFQ9WgrsBGVyDJcFghpWjG4NNZsi9wcba4n0p5eTnN\nS5o51H0Ipf7Mw077n+gn0h2ZLme5i92UXF1Cdn02o68cH+ky1eVl89o48uMjKFGF4JEgw9uHsWZZ\nafhYw5nLgGFgDLZ+fOtFWyo0MXkzYGR+Zv6kubKmknA8zpP7DhJNppDTAYmOTt/4BPUlRbQODPHg\na3sYmjS6u0p9OWxdvZxfPLODSDLFL57Zwedu34rLPjN5wVR32kJ1e5nBj8kFYbrlfVyadfATTWm0\njyWpzrPxN1fmMxqR+fFLAfomU8iqTqFHQlF1oilj/uzHf9NDTNaxifDTd1fwr48OEk3qPHsswnBY\noXyW2p/JpEBXyMLHLsIW99Nx89abOfj1g1hesqBLb7wg6ppOqC2ERbLQsKkBXdPJceUQvD/I6Cuj\nZPmziIxFsGfZScVSWO1WfEkfbdE2APIW5THebZQStR0aku30lxEhLGCxWEyvLBOTC0xubi5JRUHT\n9TfM3zoXr7Z1YRUlUkoSOe3ynJQVbl69nNriAuxWK35vFpPRGE6blcHJID96/FkcVqPsrWoaD7y6\nm3dsnFkXbHIB3Z3BDH5MLhBTLe/7xo9yS+W5h7WejmeOhkkqOi92RnjwoOFFcfXiLJ45ZmQrNF1H\nsOgsypXonlCIpkcbp1S4/2CQ8aiKDtz5zvJZBz5wcbe4n46rr76a+++/n/HAuNFLeho2XL4BSZTI\n9+Ub35ChMLsQvVEnvyCfgf4BKhZVnHRhytqchSRJeDweuvK7UFWVMq0MEqc/Bla44i1XXHRjWExM\n3mwUFxcDEFdU3NbMbuuqprH90FF2HD6Koqi4HXbW19XQH5iga2SMMn8ufq+Ht29sYVdbFwlZJiEf\nL66d+P8TkeiM1xxXjIfioqKiGW87F5jBj8kFY936Dfz6Vx3EFMNwcKaMRRUEYCKm4XNamExo04EP\nwGjEOHnevtGHrGmsKnfzw+2j7O5PMBZViKQHnh4YTHBdY/as38fe8Yu7xf1UXC4XP/zhDxd6GSYm\nJvNEWZnhhxabQfDTPz7BE3sPYpckVF0nmkgSjMVJpGTiKZkfPPoMzeWl1JUUcu/O16dne53IHRtW\ncbhviJriDD2/TiCmqOT5fDjS+qH5xhQ8m1wwpqe8z7Lr67NXF/DP1xWiA4G4hqaDTRT4+IY8lpUY\n3hMNBTY+e00hdQVOnm+LsLvfSEOMR5Rpcd72jpk/lUyhanAgcHG3uJuYmPx5U1pqNCDElMwlBuV+\nH8U52dMDTasL87l2WTNXNtfjTut3OoZH6R2fMF6fl8vNq5fhsFlxWCWuWtLA0spFvPOKdayprZrx\nmmOKSll5+Yy3myvMzI/JBaO5uRm3y8ne8SQts5jy/rOdAf7t8eHpryUBfvvBKh7YP8neAaOU1jUh\n886fdTIcTtE7oVDokWgodHBtvYcvPDQIwOry2fvLTLW4XyolLxMTkz8/cnNzcTocxOTMg594SmZw\n8viIilgyxW+376RjeJSS3ByiyRTxVIoDXb04rFZ6xgL0jU+g6TpZDjvlft95PRDGVZ3yBQx+zMyP\nyQVjquV9/6xb3nVynRaWl9jJc4l8bKOfsYjCXTuPt1YmZZ3XemL0ThhPL8NhhR0dEb706CBeu/Hx\nfqUniqrNrud+37jR4r569ezs201MTEwuNIIgUFpWNqPMj3aCKaLfk8XSynK6RsYAGAmGWJR2f04o\nyrS+R9N1/J4sIokk9768a9brVTSNpKJMZ6wWAjP4MbmgrF27lkACBqIz/6h1B2Qm4hq3r/AxHlPZ\nPxBnb7/h2bOmwkl5jsTS0inrdYEbGr24rAI5TguSReCmJi+5TpFjI0lSyuyCnwMBG02NDRd9i7uJ\nicmfN+Xl5cRn8JBnlSTK8nLxZblx2u08secAVkliQ0MtHpeT4txsblq5lIayYqyihVy3CwCP00Fh\ntpcNDYtRVI2Hd+3lcG8GM3VOYCpIm9IqLQRm8GNyQZnKmOwPzFz3849bCvnDh6t4f0se/3FbKU6r\nhXv2TCAAr/bE+fqtpSwtcbO81Mm6SjcvdkZ44W/rUHWBlKrz+z2T2CR47tP1OG0z/6hHZIGOoMia\nFrPkZWJicnFTVlZGTJbRMkyz260Sf3nDNUiihdFQiE1NdciKwivHOpiMRBmaDLK/p48jfYNIosRE\nNEa+10PnyBgFOV42NdcTiER48UgbO4/NbKp7VDaDH5M3OUVFRZSXlbJ/FqLn3X0xvvr4EB1jSW5o\n8vL4EWNIqY7h3feR3/Tyy1cDTMRV6gocVPrsOK0WHvtEDTV5dnKcIm6bSFKZ+cA/MGaT6Rgzs0xM\nTEwuZkpLS9H14y3kmZKb5SaRknnu0FE0XUdRNXRgPBzl9vWree9VG1A1Y5/BWAy7VaJ9aASAgmwv\nH9qyidvXzUwWMJX5KSkpmdF2c4kZ/JhccFrWruPwpI3UDL0O73p5nF29cf7mnh5++UoAr/24uO6W\nJV6KPBLX1WfxLzcU8X+uK+KBj9fgtos4rBbesjSb8ZhKx3iKX746O/v1feNW3C4nDQ0Ns9rexMTE\nZL44sd19Jly/4jKuXd48HQxkOx2sq69hZfUifvP8S/zxpdco9xsuzBsaFtNYVoJNkviPPz1KQpZZ\nlJ+H1zWzppKYouLLzV3QYcdm8GNywVmzZg0pVedocGbNhR9en4dkgf0DSb725DDh5PF07sOHQ3xk\nvZ/HWyPs6z8+u+vocJylXzvC158aIc9lfLxznOKM16zrcGDCzqrVa5AksynSxMTk4mam7e5JWea7\nDz3Bq8c6kGWFqfx4eX4eN69ezsut7YwEw0STKRIpBdFi4ZWjHVy7rJlF+XmkFIUfPvoMX/rtfQxP\nhma01riiUl5RMaNt5hrzqm5ywVm+fDmSKHJg3MoS3xksh09DVyDFVMVKFKAqz0bbWAoARYX28QQr\nypy8Z40PVdN59HCIrz8xNL19eY6N8ViCQu/MS26DMQvjcbPkZWJicmngSxsGZtrurmo6o8Ewo8Hw\ntE7IJoksqzKCkhy3i+FgiHxvFv0Bw+snlkrx4Gt76R+fIJ5MEU0ksQgCkjizPEpc0xdU7wNm8GMy\nD7hcLpYsWcL+zt28k8wnrP/Xs0Zd2WsXCCX16cAHQAceORRiIKiw9QftjEcVSrKt9E3KbKxysb0z\nxtHRJP96YxG3XTZzd+cpjZIZ/JiYmFwKCIJAaWkpwf7ejF5vk8STxNFuu41P3XwtWWnHZb/XQ0KW\naSgtobZY5aVWQ9R8uG8AAeMaXJjj5UObN+F22DNep6JpJGRlwYMfs+xlMi+0rF1Ld8hCMJm5KdZ/\n3l7G999R/obRFPlukdsuy+bbt5eR6xQZiSi47RY+tC6Pn71nEVkOI6aPyToPHgjOyohrf0CirLRk\nQQV5JiYmJjOhoqKCRIbt7pIosnlZMzbJkAVEk6lpnx+AQCRKKJ7fWXLoAAAgAElEQVTghcNHKcvL\nZUNDLb4sN2AEPnZJQtfBYpnZ9XWqLLeQHj9gBj8m88RUBuXADFre11dlcVNTNv98XRFLS4ynkRsb\ns9CB+w8EWZzvYOff1/Pgx2vY//km8twSX3pkkEcPh7CLAqIAu3rjPHooePYDnYKsweEJu9nibmJi\ncklRWlpKVFYybncfnpgklQ5GtixtpLHMeNhLyDIrqit418a13Lx6OX98eRf7u3q5dvkSpp4lFU1j\nLBQinkydafenZaost5DuzmAGPybzxOLFi/F6stgfyLzSmpA1frRjjEhKmzYpFAQLgZhKYZbI9f/T\nxj/d389lJU4eORTkCw8N0DGeQhLAZRNQ0+f/vz48OKO1HpuUSKq6WfIyMTG5pDDa3XUSGYqesxwO\nxHQ0U1dagmixoKgaT+w+wMO79hGIRFhXX8MVzQ2EE0nu3r4Tt92BgDEV/i+vvwafJ2tGa7wY2tzB\nDH5M5gmLxcLqNS0cmMh81MVTR8P838eH+MTd3ai6zg0NXj57dQH3fbSaxQUORiIK+/oTxFIaf3l3\nL6GERp5bxCoJTMSPe/tsrHHPaK37AxKiaGHFihUz2s7ExMRkIZnS0UQzCH6SssLLR9tRdZ1V1Yum\ny19P7TvIzmMdAIyGIgSjMXxZrunt4qkUb9/YQl1JIeIMhc5Ta1voNncwBc8m80hLSwtPP/00vRGR\nCs+5T87SbCtOq8CBwSSSBT5+uZ9rv9fGxzbk8T9vr6BjLEl9oYMdnVG8DguxlMbvP1jFO3/WSVJR\nKc2WGAgp3Ls3yCc2FlCbn5kob3/ATnNTM273zIImExMTk4VkJu3udqtEjtvJZDTOro5u9vf0kefx\nMDgxCYBksbCrvYvW/kEiiSRVhX4mIjEmozEeem0vkUSSgmwvsqJSXVRAc0VmGp64olJRs7AlLzAz\nPybzyPFRF5nF3IGYSlzWsYpw57vKKc+xowM/enGcPf0xlpW5UDSdf3t0kFBC476P1lCT7+Aj6/1o\nOvROKjgkCwUeCa8js496KCXQFbKwpqVltm/TxMTEZEHIy8vD4XBMj484Fyn5uPVISlGnAx9BEFA0\nDafNRiSRJN/rYSwUIRSLU5mfRySRJNvlpCzPx85jHTy+50BGx9N1nZiqU7bAeh8wgx+TeaSgoIBF\nFeUZj7q4ps7DIp8Vm0Xgg7/q5dvPDmMVjU6De/YYJ+nOrigd44bgbkd7hCNDMX7z2jhgjMCIpTSq\n/XYKPJkd80A6MDP1PiYmJpcagiBQt3gxYTkzP7Wb16zg8oZaCnM8bFu9jLK8HAByXUaZa9miUjY0\n1GKzSsSTKTRdRxAErlu+hBtXLaUwx4skitSXFmd0vIRqTHOvq6ub3RucQ8zgx2ReaVm7jtZJa0aj\nLjrHk3QHZAq9Voo8Ei91xZh6oBkJy6z/jyP8+KUxynOMgOWevRNc//0OOieME18SocgrcXgoTu9E\nZh0J+8eteLLc1NfXz+r9mZiYmCwkDY2NhGU1o46vpZXlDE2GGJ4M89ieA3zgmk0U5njxuBx88e23\ncnPLSioL/PSPT2CVRAQgpSg8vucAT+w5SH62l399x63ctGppRmsLpWRjjRfByCAz+DGZV1paWpA1\naJ08d+lrUa6Nf9xcyJe3lvD4Xy3mirRwWRRgR2eMgZDCi50xeieNYCcma5xoOaGqMBxSCMQ04vK5\nh5tOjbRYvaYFUZz5SAwTExOThaahoQFV04hkkP3pGwsQCEcQBAG/14PDZsUiWEikZGRFoW8sQFN5\nKVWF+cRTMnarlf7AJL4sN7quMzgxOSMftWBKQRRFampqzuctzglm8GMyryxbtgyrJGZU+rJYBP5q\nUz4ba7LIdop8bkshl1e5uaLGjdtmwWoxSltLimwAZNlEir1W3rsmFwANo0QmCLA4A7Fzf9TCRMIs\neZmYmFy6TGWtQ6lzBz+/2/EKE9GYEcgEJrnrqedZsqiUv966hT+89Co/fOwZxsMRrmpuQBAEErKR\nuYkkkwQi0ZNMETMhlFKorqrCZrPN/I3NMWa3l8m84nA4WLp0GfuP7YIZjLoAo/V9R2cUt83Cbz5Q\nSUm2jeGwzC9fGefAUIqeiRQxWefV7igATqtAXNbJd4kZPZ2YIy1MTEwudcrKynC5XARTMmWcvZ38\nxlVLmYhEQdd5+PX9tA+NMjgR5MrmBvK9XsLxBC8cbAUMsTIYXWBTQunn9h+hKCebqsL8c65L13XC\nssrlTU3n+Q7nBjPzYzLvrGlpoTcsMJHBqIuErDEaMU60/enp7QlZYzSscMdPO3hgf5DWkSQC8NEN\nfuwSHBs19D1q2uY9KmdmLLQ/YKWivIzCwsJZvCsTExOThUcQBBoaGghn0PFVnJtDNJGiPD+PvLRZ\nYVKW+dVzL/JSaxvDkyFea++iNC+Ht6xbxXXLl3DTqmVkpWd5RZJJfvHMDpIZlNhiikpKVS8KvQ+Y\nwY/JAjCVWTlX6atjLMllXz3Muv84wkhY5rPXFPKWpdlsafAwHJbpHE9x3/5JCj0SxV6JgaDMgx+v\nZW2l0algkwQaCu38+n2V51xTSoUjkzZzpIWJicklT2NjI+GUgnoO0fPzB1t57uAR7n15F5+55Xpy\nXE5UTedwn+GKn+M2Mkcuh4NVNZVsaq4nEInitBtlK6fVMIRNyOduKJkqw10szSRm2ctk3qmpqSEn\n28uBQJJNJWc+aVKqjqrrlGXbSCo63RMpugIpdvfFebU7xuJ8G51jKR49HAbg93sm+ePeSVQdJAFi\nKZ1/3FzIinLXGY8xxdFJiZSq02L6+5iYmFzi1NfXo+k6kZRCtv3MD5mrahbR2j9ItsvFF391D1Oh\nktNmI55KcUvLKnxZLvxeDylF4dfPv8TQRJBoep5XPJ3x2XG47ZwdX6GUjNVqpaqqak7e4/liZn5M\n5h2LxcKalrUcmLBztgHEu/tibKp284mNfj7+224+cXcvu/viVORaUTSdlKqjnLK9qsMNDR6ubfSg\n6fD73ZM8cSR0zjXtD1iRRJFly5ad57szMTExWVgaGxsBCKZby8/EK8c6CcYMOcGJl9J4KoUAtA0O\nEUkkAdh+6ChtgyNEEkmcNiulvlwsaS3lsspzmxYGZZXa2lok6eLIuVwcqzD5s6OlpYUnnniCnrBI\npff0temnj4Z5pi3KM21RnFbjJGsudvAvNxSTZRPoGEvxTFuY3b0xOgMykmCcwClV5/Vu44R+5HCI\nA0Nxrm3wnnU9+wM2Llt6GS7XubNEJiYmJhczBQUFeL1eQqmzl6MmozFcdhtb1yxjd1s3zx1qxWW3\nEUum0IEXj7QRTaSoLPAzOBFEtFjYsrSJV9o6GAhMcMfGFjRNpzQv96zHMcTOCtdcJGJnMIMfkwVi\n1apVgDHq4kzBzz9sLqTEa+VXrwWIyzpVeTZGwzLfe36EV3tixGWdH7yjjIIsiTtfHJ/OAg2EZC6v\ndvPQwRB/vSmfLfWes65lMinQE7Zwwxqz5GViYnLpIwgCjY2NHNrz+hlfMxGJ0j40AkDf2ASKrmGT\nRGLJFOV+H71jASyCQDAW48u/+xNJWcFhs7Kqtgqv28XR/iGaykqQMvBEiyoqiqpdNHofMMteJguE\n3++nprqKfeM2kiqn/ff97WP87JWAYdQDdI6nGImoPN8eNWZ+WeBTf+gnrui89rlGbm7OpsQrschn\n59FDId69KpdPXVlAU7HrjMdIqrDXbHE3MTF5k9HY2EgkKaOcQVsgCAICUJaXy57ObnYcPsbb1q/h\n+hVLuHXtSiry8/Bne+gZHZ/u5tq2ejkuu41AOMLerh4e2bUvo7UEkxePs/MUZubHZMFY07KW3/62\nkw8/c/qUaVS0sWjROIqiMDk5idPpZGxsDEEQqK6uxufzceDAAV4YzaFjhx98fmp88PqRI6g6PNVn\no/dZX0ZryfZ6WLx48Vy+PRMTE5MFo76+Hh0IyzK59jeaCjptVvK9Hkp8ObQPjVKY46WhvGRax+Nx\nOOgbC/DBzVeQSmd9FhX4SSkKk5EoksXCzmMdXLO0Cbfj7CayoZSCw+Gg/CIYaDqFGfyYLBjvete7\n8Pl8aNq5R09M0dPTQ3Z2NtnZ2Wd9XSgUIisrC4sls+RmU1NTxq81MTExudiZKjEFk8ppg59gLM5I\nKIwoioynR1zIioLdamTC37phNfu7etl++BiCAN0jY2xbs5zXO7ppGzTKZWsXV0+3vZ+NkKxQV994\nUY0NMoMfkwUjNzeXd77znQu9DBMTE5M3HX6/nzyfj1Aievqfez3csPIyyvJ8aJqO027DbrWSlBXs\nVgmbJPHy0XYGJ4KU5eWS7Xbxp527SSoKkkVA0XR2HuvAn+1hfX3tGdehpZ2dpzrQLhbMR10TExMT\nE5M3IY1NTYSV02fWLYLAxsY6Kgv8VBflU5ybzZ7OHr78uz+xv7sPgC3LluB1OsjP9vCx664iO216\n6LDZWF1bSW1RARX+vLOuISIrqJp2Uel9wMz8mJiYmJiYvClpaGhg+/btyJqGNYOyfpbDTo7bhTtd\nynrlWDv/r707j67yvu88/v5q35AQSIjFBgFa2IwxCLyv2A62g117ksZOMwknbd2kyUxnkjbtnHTS\n5pycaTPpcto6zdjTJu04bZrGiZtgO8YOgTjG4ABm3zeZTUgIoatdd/vOH/dKlliMwJLuvbqf1zk+\n6Hmen57n+3x9EV/9nt/z+7V197Dt6HHKiov57Qfv4dk166ieXMEjSxcNKYZkm9m5j3p+RERExqC+\n3pZLrfDeGwrzzz9/kw37DgHw7Jp1PL/+LVbddwezJk+iJxTibCA2e/74wnxqplZwvr2LQGc32+tP\ncLihcUgxBIIhCgsKmDZt2jDd1fBQ8SMiIjIG9fW2tF1ipufuYJCjjWc51nSWTQeOcKK5hUg0SktH\nJ21dXbywYTMtHZ0sXziX//7oCtbv3s/fv7qWBxbNpzsY5IcbtwwphvZQhDlz52J25YWsR5Mee4mI\niIxBJSUlVFRUEGhvvejY+MICPr38Tn62cy8vbdlOhhlRd767/i0yMzKIulM9tYLmtg7+/IcvkZ+b\nQ2lhAa9s3cn9N86/4qzOABF32oPhpBvvA+r5ERERGbPmvc+g50MNjRxrPMvEcYUsXziPW2urmFI6\nnrLiIiLRKE2tbUSiUYLhCF09Qe5ZMIepE8Zz3cRSqqdUXPHaHcEwUfekLH6SqufHzOYCvweUAWvd\n/VsJDklERCRlzZkzh3Xr1hGMRMnJHNzfseXQMbIyMvj8w/eTPWDB0bbubv7yP15lfGEBi2bOIDc7\nm9vnVtPS3kFDSys/+dU2vvDYiiteu29h1bQsfszs28CHgSZ3XzBg/wrgb4BM4B/c/c/dfR/wGTPL\nAP4foOJHRETkGtXU1ACxcT9l+YNnYi7Kz6MrGKSjp5eiPCM7KzYJYXF+Pl/+6EqyMjP53hsb2Xey\ngUBXF4cbmrhtThUzysuGdO22YJjiceOYNGnS8N7UMBiNnp9/Ap4hVswAYGaZwDeBB4CTwGYz+4m7\n7zWzR4HPAs+PQmwiIiJjVt+yPW2h8EXFz/zp0/B3nfqmZn60cQuP37KExbMrAVi9eTs5mZk8tmwx\nt81pJxQO09Hdy3UTJzB/+tDe3GoPR6hdeEPSDXaGURjz4+5vAC0X7F4GHHb3o+4eBP4NeCze/ifu\n/hDwGyMdm4iIyFhWXFxMxaRJtF/idfd7b5jLf/nwA5QWFVJckE9Bbi7n2jv4/ptvc+BUAwcbGinK\nz2NmRTml44o40xpg65H6IV036k5HMJy0ayYmaszPNODEgO2TwM1mdg/wBJALvHKpbzSzp4GnAaZP\nnz6yUYqIiKS4mtpatr296bLHKyeV8QePPwzAP7z2C+rPNjNxXCG/ufyu/jblxeNYde8dlJWM69+3\n+dBR3th7gE/eewflxeMGnbMjFBvsnKzFT1K97eXu6939v7r777j7Ny/T5jl3r3P3uvLy8tEOUURE\nJKXU1NTQEQwRvmAR6X0nG1i7Yy/HGs/yjz97g8bWALfNraIwN4dz7Z2caW3rb/vTrTt5/hcbaGiJ\nvTbv7gS6umnr6iYYurhXqa+nqW/MUbJJVM/PKWDg2vbXxfeJiIjIMOrrfWkPvbfCezgS5V/f2Ii7\ns+vdEzS3d7D7+CnW7drHpJJxPLjoBqqmVLBm2y4aWwNkmBGJOm8fPExRfh6vbN1Bw/lWPrviPiaX\njr/omm3BMHl5eUk3s3OfRBU/m4FqM5tJrOh5Evh4gmIREREZs/oHPQffK36yMjOYUTaB+rPnaG7v\nYNqEUt4+cISsjAyaAu00BQL0hIIcOt1IY2sABx5espCqKRU8t2Y9PaEQhXm5FOTmXvKa7aEwVdW1\nZAxhTbFEGI1X3b8H3AOUmdlJ4E/c/R/N7PPAGmKvun/b3feMdCwiIiLppqysjOLiYtqDwUH7P3rH\nMl7ZspPqqRVML5/Ad9a+yaLp0znRfJ4N+w/T2tXNbz1wN9uPHac7GOS2OdVEo05edjYZZkwuLeHv\nXn6dVffdOWjGZ3enPRxJ2kdeMArFj7s/dZn9r3CZQc0iIiIyPMyM2tpaDuzcPmh/SUEBT911S//2\nHz7xCAAvb9lBU2uAPcdP8diym7ildnZ/m6g7UXfKSsZxvqOT7mCIY01nBxU/XeEI4Ug0aQc7Q5LN\n8CwiIiLDr7q6mq1bthB1J+My8+7UNzVztq2dR+pu5PqyCTS3d5CfkzOoTVZmBp97eDkZBtlZ2Zxo\nPnfRpId9g51V/IiIiEjCVFdXx+beCYUpzskedGzNtl00nG+lo7uXM60BaqZWsLDyerYeqWfP8VOU\nFhXS3t3NnOumAvDca+sJRSJ86fGHmVlx8VvXbaEwmZmZzJw5c1Tu7Vqo+BERERnj+sbftAcvLn6O\nN7dwqrmFR5fdREZGBiUFBZw5H+DFTVsByMvOpicU4rMr7mPaxFKuL5tAOBJl8+FjhMMRbp1TNeh8\nbcEwlZWVZGcPvk4ySc5h2FdgZivN7LlAIJDoUERERJLetGnTyMvLo23ATM8nm1v4+o9eZnLJOMLR\nKLuPn2TRzNjkwRXji3loyUKKC/IJRyLcUjObivHFAHzktqU8eefNvL59N2u27cLd+8/p7nSEo9TW\n1o7uDV6llOz5cffVwOq6urrfTnQsIiIiyS4jI4OqqipOHTrQvy8YDtPZ09u/oOnB041EolHOd3Sy\nbtd+bpszm9aOLg6ePsPyhfNoOB+gvHgc+081EAqHWXXfHUSiPmjtrt5IlN5w8i5r0Sclix8RERG5\nOjU1Nezftxf3WMEyqaSYxbNmUN90DoAZ5RPJzMjg0OlGdtQfZ0f9cT5+1y08UncjJ5pbeHbNOkoK\n8uns7SUadf70qccvGjzdHkr+wc6g4kdERCQtVFdXE45E6QpHKMzO4q0Dh9lypJ6crCymlI4nPyeH\ncCTKsppZNAXa2FF/AsP46x+/SiTqTC0dz+nzseUtFs+agQG9oTC52e+VEm3BMGZGVVXVZaJIDip+\nRERE0sDAmZ4Ls7OYVFJMcX4ed82vZc+J0xxuaGT1r7aRnZXJ7uOnCIbDrNu1j3MdnQB8ZsW9HG8+\nx9lAO0uqKvnpOzt5++BRfveh5f3jgdqCYaZMmUJBQUHC7nMoUnLAs4iIiFydmTNnkpmZ2f9o6tDp\nM7R19zB1QimfuPtWcrKz2Xq0nkMNZwhHIqxcuoiba2dTmJvLhxYtoCg/j3nXT2NJVSUvbNjMyeYW\nSgsLBvX8pMJgZ1DPj4iISFrIzs6msrKS1lMnAHikbhFLq2cxvXwihxsaKc7PY0JRIb9x961kZ2WS\nF39VfcnsykHnaWnv5PCZJgCWVc9kfGGslycUjdIVCiX9eB9Qz4+IiEjaqK2tpSMcwd0pyM2hclJs\nduZNB49wpjXAyqWLeOfou/zt6tf4p7W/pLOnl9e372HDvoP95whFIiyrmUVBbg7zrn9v1fa+1+iT\neU2vPip+RERE0kR1dTW94Qi9keig/Y8uvYlP3nM70yaW0tLeQXt3D0fONPFnP3yJN/cd4K39RwBo\n7eziO2t/SUNLK194bAVVUyr6z5EKy1r0UfEjIiKSJvoHPYfCg/YXF+RTM20yAI/dvJgvPfEIefGZ\noO+cV8unl99B1J2G8wGyMjLo6unlf/1gNSebW/rP0RYMMWFCKaWlpSS7lBzzY2YrgZXJ/iqdiIhI\nMqmqqsLMaA+GmZSfe8k2u+pP8KNNW5k9eRIdPT2s372f0qJCDpw+wytbdwIQ8SgTxxX1F0gQG+y8\noHbOqNzHB5WSxY9meBYREbl6BQUFTJkyhbbz5y7bprG1jazMDE42t5CVmUH1lAqmjC9hR/0Jriub\nQEl+HnfNn8O0ie/18ESiTkeKDHYGPfYSERFJK7FBz9GL9kejTkPLed7Ye4DJ40uYNbmcgtxc7phX\nw/nOLjbsP8SU8SV09gb5+a69fGftL3lr/yEgNrOze2qM9wEVPyIiImmlurqarlCIUDTavyjpW/sP\n8dXvv8jRxrMAmBn3LJjLmdYAz6/bwMTiIlbcdAO3z60m0NVNa0cX9U1neTe+NEZ7Cr3pBSn62EtE\nRESuTV+BsvHgUX72zk6euLWO3Oxs8nNymFFexkOLF1I9tYJJJcXMqijjaGMzr2/fzf0L59PQ0sp/\nW/kghtHR00N+bg4AbaEQRYWFTJ48OZG3NmQqfkRERNJI36OpN3fvJ+qOu7NkdmX/ZIbXlU3ob/vU\nnbfyz+s2EApH+NarPyfqzhfLVlBaVEhxQX5/u45QhOp5cwet8J7M9NhLREQkjZSWljJhQilzZ8/k\n3hvmctOsGZdtm5+bw6fuvZ32nh4yzLh3wRxKiwoHtYm60x6KpMx4H1DPj4iISNqprZ1DqKOD2yZf\neU6es23tnA20M3vyJPafamDjgcM8vGQREY+ytGomXaEIkWg0Zcb7gIofERGRtFNdXc2mjRvZ1Hh+\nCK0zuH1pHYeO1dN0PkB2VhY/3b6b7p4eevIKscys/nOmChU/IiIiaeb+++/n6NGjhMPhKzeOu3Fp\nJ83NzcyYMYPTp0/T2dnZX/CUl5czffr0kQp32Fnfa26pqK6uzrds2ZLoMERERCTBzGyru9cNpW1K\nDng2s5Vm9lwgEEh0KCIiIpJiUrL4cffV7v50SUlJokMRERGRFJOSxY+IiIjItVLxIyIiImlFxY+I\niIikFRU/IiIiklZU/IiIiEhaUfEjIiIiaUXFj4iIiKQVFT8iIiKSVlT8iIiISFpR8SMiIiJpRcWP\niIiIpJWULH60sKmIiIhcq5QsfrSwqYiIiFyrlCx+RERERK6Vih8RERFJKyp+REREJK2o+BEREZG0\nouJHRERE0oqKHxEREUkrKn5EREQkraj4ERERkbSi4kdERETSioofERERSSsqfkRERCStqPgRERGR\ntKLiR0RERNKKih8RERFJKylZ/JjZSjN7LhAIJDoUERERSTEpWfy4+2p3f7qkpCTRoYiIiEiKScni\nR0RERORaqfgRERGRtKLiR0RERNKKuXuiY7hmZnYWeDfRcVyFMqA50UGMQcrryFBeR4byOjKU15GR\nSnmd4e7lQ2mY0sVPqjGzLe5el+g4xhrldWQoryNDeR0ZyuvIGKt51WMvERERSSsqfkRERCStqPgZ\nXc8lOoAxSnkdGcrryFBeR4byOjLGZF415kdERETSinp+REREJK2o+BEREZG0ouLnfZhZxMy2m9ke\nM9thZl80s2HNmZnVm9kvL9i33cx2x7+eaGbrzKzDzJ4ZzmsnUpLk9gEz22pmu+J/3jec1082ZtYR\n/7OyLweXaXePmbmZ/daAfYvi+34/vv3R+P+7qJmNuddgr8Yw5/UbZrbfzHaa2YtmNn7k7yC59OXz\nfY6/9T7HKuP5/NqAfWVmFur7+Wlmd5nZO2YWNrOPDF/kyW0U8voFM9sb/+yuNbMZwxf98FPx8/66\n3X2Ru88HHgAeAv5kBK4zzsyuBzCzuRcc6wH+J/D7I3DdREqG3DYDK939BuBTwPMjcP1UtRv49QHb\nTwE7Ljj+BPDGaAY1Blwpr68DC9x9IXAQ+B+jGFtKcPfbrtDkGPDIgO2PAnsGbB8HVgH/OryRpbZh\nyOs2oC7+2X0B+N/DG+HwUvEzRO7eBDwNfN5iVg3siTGzl8zsnvjXT8V7E3ab2deHcPp/Bz4W//op\n4HsDrtvp7m8SK4LGpATmdpu7n45v7gHyzSx3GG5pLHgXyDOzCjMzYAXw076D7r7P3Q8kLLrUdaW8\nvubu4fjmJuC6BMSYFMzsD8xsc7wn4asD9r9vDwbQBewb0CP5MWI/BwBw93p33wlEhz3oFDCCeV3n\n7l3xzaT/7Kr4uQrufhTIBCZdro2ZTQW+DtwHLAKWmtmvXeHUPyT2WzTASmD1B482tSRBbv8T8I67\n915N3GPcC8R+u7sNeAdQbobHUPP6aQYURunEzB4EqoFlxP6uLzGzu67iFP8GPBnv9Y0Ap6/QPi2M\nYl5/kyT/7Kr4GX5LgfXufjb+G9y/AFf6cJ0DzpvZk8A+YhW2XGxEcmtm84kVVb8zzPGmun8n9o/0\noB4z+cCumFcz+zLQ9xlPRw/G/9tGrECcQ+wf7aF6ldjj9CeB7w97dKlrxPNqZp8A6oBvfKBIR1hW\nogNIJWY2i1i120TsB9PA4jHvA57++8A3iT2LTjuJyq2ZXQe8CHzS3Y98wOuMKe5+xsxCxH7Y/R6x\nngr5gK6UVzNbBXwYWO7pOxGbAX/m7s9eyze7e9DMtgJfBOYBjw5ncClsRPNqZvcDXwbuTvZedPX8\nDJGZlQP/B3gm/gOpHlhkZhnxLsBl8aa/Au6Oj4TPJPbb3S+GcIkXiQ0QWzPswSe5ROU2/ibNy8Af\nufuGYbmZsecrwB+6eyTRgYwxl8yrma0AvgQ8OmD8RDpaA3zazIoAzGyamV32kfhl/CWxHLcMe3Sp\na8TyamY3Ac8S++w2DUu0I0g9P+8v38y2A9nEeiOeB/4qfuXsym0AAANJSURBVGwDsdHve4k9TnkH\nwN0bzOyPgHXEquyX3f3HV7qQu7cTe/RCbBzke8ysHigGcuJjXB50970f9OYSLBly+3mgCviKmX0l\nvu/BVPiLO1rc/ZKvv5rZ48DfAeXAy2a23d0/NKrBpbDL5RV4BsgFXo9/Vje5+2dGLbAEM7MsoNfd\nX4u/nbkxnocO4BPEeoaH1Bvm7nsY/DZS3zWWEvuFqBRYaWZfjb91OmaNRl6JPeYqAn4QP/dxd0/a\nHjctbyEiIknBzG4E/q+7L7vM8YnEXkxI6jlkko3yejE99hIRkYQzs88QGwD+x5c5PhXYCPzFaMaV\n6pTXS1PPzygxs7eJdWcP9J/dfVci4hlLlNtrY2YfIv44cIBj7v54IuIZK5TXkWdmN3DxpKS97n5z\nIuIZK9Ipryp+REREJK3osZeIiIikFRU/IiIiklZU/IhIWjCz9ZbmK9CLSIyKHxEREUkrKn5EJGHM\nrNDMXjazHWa228w+ZmZfia86vdvMnouvft7Xc/PXZrbFzPaZ2VIz+5GZHTKzr8XbVJrZfjP7l3ib\nF8ys4BLXfdDMNprZO2b2g74Zb0UkPaj4EZFEWgGcdvcb3X0BsYUTn3H3pfHtfGLrXPUJunsdseVQ\nfgx8DlgArIpP1AZQC/y9u88F2oDfHXhBMysjNufJ/e6+GNgCfGHE7lBEko6KHxFJpF3AA2b2dTO7\n090DwL1m9raZ7QLuAwYuPfCTAd+3x90b4gsoHgWujx87MWCttu8Cd1xwzVuILcq4Ib7EyqeAtJnZ\nVkS0tpeIJJC7HzSzxcDDwNfMbC2x3pw6dz9hZn8K5A34lr6VoqMDvu7b7vt5duHkZRduG/C6uz81\nDLcgIilIPT8ikjDxqfW73P27xBZGXBw/1Bwfh/ORazjtdDO7Nf71x4E3Lzi+CbjdzKriMRSaWc01\nXEdEUpR6fkQkkW4AvmFmUSAEfBb4NWA3cAbYfA3nPAB8zsy+DewFvjXwoLufNbNVwPfMrG9ZlD8G\nDl7THYhIytHyFiIyZphZJfBSfLC0iMgl6bGXiIiIpBX1/IiIiEhaUc+PiIiIpBUVPyIiIpJWVPyI\niIhIWlHxIyIiImlFxY+IiIikFRU/IiIiklb+P4V8KIEnjZtJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 744.048x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HF2918LjWjI+PD9atW1fhfj0e1+o8JhsPYJEQ4kMAAkAKgNGqVEVEHmHKlClal+DR9HJX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\nKaXimiZDSimllIpr/wuuDbF73SyIEgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 744.048x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Quality control - plot QC metrics\n",
    "#Sample quality plots\n",
    "t1 = sc.pl.violin(adata, 'n_counts', groupby='sample', size=2, log=True, cut=0)\n",
    "t2 = sc.pl.violin(adata, 'mt_frac', groupby='sample')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## QC plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lab_size = 25\n",
    "tick_size = 15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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up374YAxfvTEMy81h7fI0/vviZZzY+ygA/nfFW3Q7/VAuv78XD3/cl1r1qxe2\nSxERkb1U9C6kIiXUZDXVn8/Ns/wcvJHE7nPOvQdgZhuAn4EzUbIqUWzEoIl8+85I7n37KlKqJ5Pa\ntgGL56yg0wntd5V56ptbqVw1GYDUAxsWuc8Dj2xJ49b1yyxmERGpWALDrUroQk1WawPpzrntgQVm\nFgN0wbsPg4LK/grkAm1KGqRIWWreoRHdzz+C+k1rU79pbQCatm2wR5ngJgEBc6f8Q+WqlWjcqh5b\n0raRUqPyrnWfP/sDv30zifem9S/b4EVERPZxoSarsezdg8BBQDIwwzm361Fo51yumaUBGp5Holpq\n2wak5klOizJ97Hw+efYHGrWsx5lXH8/1J/bnlSF30qJ9IwDOvbEnJ/Q+uizCFRGRCqqidyEVKaFe\ntVVAopk1C1rW05+Py6d8FWBjPstFKqzVS9Zz97kvctTJB9O0ZV0at6rLg+9eRWqb3T/7p9SsQpM2\noSXAIiIisrdQk9Xx/vxhM4sxswOA6/GaAAwNLugntIl4Ca5IhZCVmc2jfV5ifiFDpGZs3cGz39/O\nd++OZNQ3E4mJieHonh01dKeIiBTMeV1XRWqqyEJNVl/y55cCm4BlQFPgH+CHPGVP8udTw45OpJQt\nW7iGnJzcAtebQVLlRGLjC048+9/wAROGzeTgrm24+cXLdi1fPGdFqcYqIiL7DofXG0CkpoospGTV\nOTcRr6/VrXg/8Sfg9QxwjnMuO0/xwP/iI0sapEhp2Jq+net6PM0fv87ca93CGcsY+NIQ4uLjuPu9\n62jWvhEjv5rIX2Pn8+ZDX+1R9umvbuGS207lt68n8tcYr2OM2RMWcF3XR1i+YHW5nIuIiMj+IuSW\nvs65D4F6wJF4T/p3cM5NDy5jZgnA28AVwI+lEKdIiVWpWomXvr+Vo05sv9e6FQvXMOGXGbter1+5\niedvGcDcqf+wYPrSPcpWr51CQlI8zw+9h56XdAOg3REteHn4/TRqWa9sT0JERCosNQMIT1iPpTnn\ntjvnJjnn/nbO7fWbqnMu0zk3wDn3oXNuU8nDFCkdLds32qtt6aJZyznmrE7c9eaVfPDk9+Tk5FKn\nUU2+nP88yxetY+6Uf8jcmbXXvlLbNSQpOREAM6P1oanlcQoiIlIBBfpZVbIaOvWhIPu1lf+s5YZj\nHmXWhAWsW7WJSSNmk+UnpknJCdRNrc35N/ckITF+j+22bdnOoFd/yTeJFRERkdITVrJqZslmdrOZ\n/WhmM81sYZ711czsIjO7sHTCFCkbDZrVoe8Ll/Fmv++YPXUxr/16z67aUoCcjJ2M/GI8Wzdn7LHd\n2qUb+PLVX9i0bkt5hywiIhWoAL4EAAAgAElEQVSUalbDE+qgAJjZIcB3QCPY9XiZy1MsHXgAaGNm\na5xzI0oUpUgZ2rkzm8XzV5E6f+/hUVNqVCalejKxsXt+r6taszJfzH22vEIUERHZb4VUs2pmtfAe\nmGqM1yXVHXiJ6R6ccw54Dy+ZPbPkYYqUjXUrNtKwcQ2OPrED/77ztL3Wn3Pdibwy7D4qVUniz1Gz\n+fb1X/hrzBwuaXs765ZviEDEIiJSETkiV6u6v9Ws3grUB4YDPf0hVe8EUvIp+yPwDKAxJyUqTRo2\ngwd7v0JsfCyN2zdh6vCZ1K5fjawcbwjWek1q7VF+2fxVzJm4gNP/cwKPf3s7BzSqVcCeRURE9lbR\n+zuNlFDbrJ6B95P/Xfn1ApDHPCALaBFOYCKlYfu2HYyfsJDs7Jy91sXGx1G32QHc/foV1K5ZiV8+\nGsP4H6bx/K2f8N17o1ixcA3fvzuC7Kxsnrn+Pdp3bcO9H9xAXHwchx2/d/dXIiIiUvpCrVltDmQC\nfxZV0DnnzCwdqBZOYCIl9csnv/PagwPZ0rohLz13MQe1b7TH+hiDdYvX8eP7Izn6jE60PrQZBx7R\ngsU9nyAmxhj9/VSGfTaWwe+OJCY2loz07RE6ExERqfAcFf7n+EgJNVmNAbL9NqmFMjPDG+VqWziB\niZTUET07klK9Mu26tqF69WQAnHNM+GUGnU9oT9tOzbnzras45qzOxMXFsmb5RgCeHXofD1/1Lu0O\nS+WFn+/moye/Y8gn4/bqEUBERETKXqjNAFYAyWZWpxhlDwcSgX9CjkqkFFSvXZWjTzt0V6IKsGrx\nevpd+gZ//7mEpMqJHH/ukcTFxTJn8iIuP/Jh3nn0a0Z8NYlH37uaPn1P5NU7PmHt8o1c9XgfajXc\nu41qbm4uPw/4jW3pRSeya5au5/U7P1HfrCIi+yENChC+UJPVUf78imKUfRjv3vwa4jFEysSCGctY\nvXQ9/zflMZq0rc/PH/1Obm4uN/Xoz4ePfU2NqklUrlqJNx8aRE52DmnrtnDJvWdx3RN9GP/rTOZM\nW7zXPtM3buPN+z5nwfRlRR4/feNW5k5aSNYOJasiIvsjJavhCbUZwEvAlcB9ZjbFOTcsbwEzqws8\nD5wC7AReK3GUIqVg+MA/WDRrOXP/WkbvG09i4EtDOPrkjhxz5mG07tiYmnWr0aRNA/rc0pMpw2by\n5C0f07hFHfr+7zxqVoohpdLeH5fqtVP4ZukrxMQU/b2v1SGpvDzqobI4NRERkX1WSMmqc26Wmd0H\n9AeGmtk0/AeozOxToCnQCQiMTXmLc25pKcYrEpasrGxaH5bKlQ+ezaQRszi4S2v63NKTmJgYLrix\nxx5lN6zeTFZWDl2Ob8vq5RvZuGYzDVvWY/PGrXz01GAuvfuMPcoXJ1EVEZH9W6CfVQldyCNYOeee\nNrMNwLPAYUGrerN7RKtNwH+dcwNKHqJIyb336Fd893+/0yD1ALqcfDDZWdlk7sjaNbTqjoxMbjrp\nCfr278OQz/9g66YMHvvkhl3bH3XywXz12i989uwPnHDeETRsUTdSpyIiIrJfCTlZBXDOvWdmXwDn\nAl2BBkAssBoYC3zpnNtcalGKFFOm3x40ISl+j+XnXn8ShxzTjjaHpgLw7E0fMmfKYj6c9D+/fBzH\nn3sEDZrVoe/jF5Cbu3c3wqdfeRzxcTEc0KhmmZ6DiIjsm5xqVsMSVrIK4JzbCnzoTyJRoX/fD4hP\niOPeN7xnACcMn8WBnZuRUr0yA1/4iRoHpNDmsGa0OiSVxX+v3bVdTEwMF9126h772rB6E0M/GUuv\na7qTnJJEYqUEzrz2xHI9HxER2XdoBKvwRF1jOzM7z8zGmdkGM9thZvPM7AEzSwgqY2Z2n5ktM7Pt\nZjbGzA7JZ18HmtlwM8sws5Vm1s/MYvOUKda+JDrk18XvzD/+5o4znyUrM5tLbz+VA+pX46FLXicr\nM5v+Nw1g0sg5xCXE0qR1fVJqVCYnJ5cD6lfj1SF38nzf93nngYEM/XQs61dt2mO/Qz4ey0fP/Mit\nPZ/Mt6ZVREREyl7UJatALWAEcDVejwLvA/fj9TAQcA/wIPAU3hCwW4FhZlYvUMDMagDD8LrPOgvo\nB9wOPJrneEXuS6LHnWc8xwePf7vHsmq1Umh1cFNiYmNodmBDup56CAlJ8axdvpFPJj7KCb06MX/a\nYoZ8NIbbT32KuZMX0f+ad5n5xwJq1K1Ox2Pa8sET3zP2h6nMHDdv134zd2RyQP3qdO7egZiYGGZP\nWMDO7ZnlfcoiIrIPcE5dV4UrrGYAZtYCuADoCNRk99P/+XHOue7F3bdz7q08i0aaWVWgr5ndhDfQ\nwD3Ak865V/14xgOLgRuBB/ztrgMqAec459KBX/39PGJmTzvn0s0sqZj7kijR+78nU7tBjT2WNW5V\nj2v/dz4Aq5esZ9KwGaxcvJ4Vi9bSsHkdls5dQb+LXqVy7aps2pJJrbrVGLTgRX4fPIXB747ksvt7\n8dnMp3j4old574nv+f6fF1n692pOv+JYjuzRkQOPaEHmjizuOrU/t71+FSf0PjoSpy4iIrJfCrlm\n1cweBuYCj+H1AHAScFwRU0ltAALNALoAVYGBgZXOuW3AYLya2IBTgKF+ohrwOV4Ce2yI+5IocfiJ\nHWh2YEMABr32Kw/0eYUx301h3E9/ArB66XrG/fgXV95/FmlrvVv/yj1fsHlbFqdffiy16tcgpVYK\n29IzyMlxDJjxFLGx3sfA4mMx4M+x87n2uMdZu3ITBx7RAvAe2Hr/z6c47vwjy/+kRURkn+CcRWwq\njuI0n8xnmwQze8bMfvObU+7dXs8r94GZuXymtkXFFVLNqpldjDcyFcBKYKg/zw5lP8U8VixeLeph\nwM3AG865wEnlAH/n2WQOXvIc0BavOcEuzrmlZpbhrxvsz4uzL4lCHY5uyeol63jyyreoWjuFLqce\nQmq7htz7ztUM/vA30jdsYdbkfzigcS3+2/soel7YhSvu7wXA5y/8xE8fj+Wtft/ywfiHMYMJg6fS\npH1j6jepxQuDb6fNoU3ZsHoT8fFxVK1VhTqN9x5uVUREpHii++f4oOaTs/GaT7YAnsOr2Czsl+Zk\nvKabE4FxwAmFlJ3L3qOgLi4qtlCbAfT1598DFzjnyrIB3za8ZBVgAHCn/+8awFbnXE6e8mlAspkl\n+HHVwOvvNa80f10o+9qDmV0DXAPQpEmT0M5KSk3bw5rRokNj2nVqRt3GtVj29yquOeph2nVry9y5\na0ltXI0lf6/BxRjTJyxi8FvDuO3VK2jeoTETh82kYdNadOt1OAlJ8SRXSeLlEffTvENjYuNiqesn\npk9f9Ra1GlTnrneujfDZioiIlKkim0/mt5FzbpOZ1fQrFG+k8GR1m3Puj1ADCzVZ7YD3wNINZZyo\ngvcTfTJwBPAQ8CpwQ6FblBPn3NvA2wCdO3fOt7pbykd8Qhzd/TakA18eSuXqlXnwvf/wx/DZvHbH\nx+Tmwo1P9ebVmz+gzemHkZScyIqFa+hzUw/GD53OR0//gMvKofd/T6bVIakATBszl0m/TicuNobb\n3riKhMT8m2RvWpdObk4uNetVL6/TFRGRCizK+1ktqPnkU3jNJwcXtKHLr6ueUhRqsuqAdOfcyrII\nZo8DOTfV/+fvZrYe+NDMnsOr9axiZrF5akRrABlBSXQa/lCwedTw1wXKFGdfEmE7MjLZuGErDRrn\n3yH/zu2ZtOrYmOd/vosatVM4pfeRVK+WxPpVm/ln+lLOubEn00bPYfQ3kxj08hC+WvIKcclJzJ6x\ngknDZnBin6Oo5SedC2csZf60JRxQvxp1m9QuMKbXbh9ARvoOHv/2jjI5ZxER2Xc4iOpmABSv+WRJ\nHWhm6Xi/nE8C7nfOjS5qo1CT1bnAIWaW6JzbGUaQ4Qokrs38GGKBlsC8oDJt/XUBc/1lu5hZY7za\n2rlBZYqzLykni+evJrlKEnUa7Flb+c0n4/hx4CQ+/vXOPZaPGDSBtLXpbNucwWfP/cSTX95M9dop\nJKckcfTJBzNx2Ay+eP5H/tPvfLIyc5j6+3yaH5JKVmY2LQ9qzLa0rSxP38YPH4ymVccmdDn1UM7r\n24Pz+vYoMtbrn76EnBz1vyoiIhVCbTObHPT6bf+X4oDiNJ8siWnABLw2sQfgdSf6q5l1c85NLGzD\nUHsDeBevm6rzw4myBLr683/wGu+mB8dgZsl4faT+HLTNz0BPM0sJWtYb2A4Esvji7kvKySuPfssX\nb4/ca/lZFx1N/3fytsmGzeu3sHn9Vi64+WRuevZC2ndtwy3dH+e5mwcw4JkfydyeRUqNygz5bByn\nX3Uc/8xbTf3UA+jV7L+Yc9z14iXUalCThdOXseCvpSHFWrNedQ5oqKFXRUSkGJzX12qkJmC9c65z\n0PR2ERGX7uk795Jz7g3n3Gjn3CCgO7ACuK+obUOqWXXOvWNmpwEvm9lS59yY8EIumJkNwXsabRbe\nk/pd8bLvL5xzC/0y/YEHzSwNrwb0NrzE+5WgXb2J14vA12b2FNAceAR4PtAewzm3o5j7knLy6Bv/\nJj5h77dlcuVEkisn7rHs9++nMODxb/h8/gssX7SWxEpJPHDRa9RMrUvrw1IZP3Qmnz07mJMv7sao\nwdNYNGMZT356Awv+XMzEIX/y+XM/UrdJLV4bXuTnREREZF9XnOaTpcY5l2FmP+FVEBYq1K6rHgL+\nAo7B66x/LF6V7pYiAuoXwmEmAZcDqXhdYi0C7sVLPgP64yWU9+KNeDUZOMk5tybomGlm1h3vwazB\neFXbL+AlrISyLyk/VapWKnBddlYOj175Dhfe0oMDOzfn4GPa0OTQllzY+SG2b9lBryv/RfVaVWh1\naDPmTFzIioWrqVKrKju2bqd52/r89sMU/p66mE3rt/DJjKcZ/9M0qtWuyuD3RtKweV0OO/7AcjxT\nERHZ3+QS1W1Wi9N8srQ5fypUqG1WHwnaqQHd2P0TfWGKnaw65x7EG/60sDIOeNyfCis3m8K7UCj2\nviTyLMaoVbcqScmJZGflkFw1mS4ntWfM9p38M38V3348jpjMTI48qQOnXX4sM/9aTpPmdUnfuJXV\nq9M56Ji2NGxSi3qpdUipUZkeF3cD4Onr3iMnK0fJqoiIlBlH1PcG8DNwp5mlOOcClZB5m0+WGjOr\nBJwGTCmqbKjJ6hiKkQGLlIY/hs8ibd0WTulzFACLZy2napV43uv3NRk7c0htU58FkxbQrnMzjju7\nE+8/9RMnXXAk2cTQqGVdajaqRc1mdbj9f+ewce1mNq1L5/GLX+XBj28EoN817xMbY3To1Jyz/nN8\nJE9VREQk0opsPglgZguA0c65q4KWnQJUBg7xX5/nr5rknFtiZtWAH4CPgQVAbeBWoAHFeA4q1Dar\nx4VSXqQkli1Yy6qlGzilj/d63fINzBo3jyYHNaNjtzaktmvAAfeeQUJSPMsXruWj535m5KCJjBgy\nmyOObkbjZgeQ2rY+Z7e+kxZt6/HPvNV8MeNJqlRLBqDTMa1ZPHsF86b+AyhZFRGRshTdI1iF0Hwy\nDq8npWBvAE2DXn/pz68APgB2AuvwRsKqA+wAxgPHOueCeyjIV6g1qyLl5vxr90wgjzr1UI469dB8\ny+bmOpzF0KhZTQ7p2prvPxnPkT060u3EA/mw39e07ZTKET06MnH4LFp1bEJ2VjZfP/8D3Xp1pu8b\nVzJ38iKmjJjFxXd57byHfTOFw49tS7Walcv8PEVERKJBMZtPphZnWZ71O4Bzwo1LyapUSOtWpDF7\n8iKOPasTOzIyeaD3y1z/SC/+GDWPhbOWEYtj+dL1XHfRm7w65E5m/LGQwe+Ppt0RLXjmlo9JjI/h\nrVH3U7VmFQDWLtvAnEmLANi5I4s3+n1H8tOJdDmpQyRPU0RE9iFlO87TvivsZNXMOgI98ap9K+Vp\nuxCP1+Grc86tKnGUst9bNHcVc/9ayqm9jwRgyug5fPTsjxx7VidGfTmeI09sz4a16axavI6cHTvZ\nmVyZpXNWUDkliXce+46Zf67AMjK49tFzOPbMw6jftNYeo1P96+zD+dfZhwOQmBTPwEkPExsXS25u\nLjcd/xiX3nsWR5188K7yubm5PHjei5x388kcepwezBIRkaJF+QNWUSvkZNVvJPs+0CuwCO+hq6uC\nisXjdXFVw8wOds7NKmmgsn+bP2M5w76duitZPfmiLnQ8sgUAS+aupG6D6vz0xUQ2rNhA2/b1Oe3y\n43j34UFkbdnOQ+9czcZ16UwbPYdWBzelem1vnIhBbwxn3p9LuP+tK/c6Xk5OLs5BXHws3c7sRMMW\ndfdYHxMTQ8OWdalSXc0EREREylKo/azG43VtcCSQAYwETsQb43UXv6PX/wPuAM7D6+BfJGw9zu3E\n6GGzmDZhIQfUrsLQT8fx5Us/c1C3ttz79lVUqpzI5L9Wsn51Gqdc9i+69z6aFfNWMnfqIlYsWsv7\nTw6mTuOanHbZMfz8wSi6ntmZ1gc3IaVGcr7He/yKt0mpkcwdr13Bhbeflm+ZG56+uCxPWURE9iHe\nSFKqWQ1HqDWrVwFHAQvxnuBaaWar8J7syusrvGT1XyULUfZnOTm5rF+RRp3GNWnaog6jvplCpaQ4\nfvt+Cq07NWf+rBUMHziBIQN+Y1NcAk3aNMBZDGtXpnFAw+osnZ9ExpbtzJnwN01adSMjfTtv3/sZ\ndRrXolP3g+jYpVW+x7307jOIT1STbhERkUgL9X/jC/F+8r/VObeyiLLTgFzyjIYgkp9tW3ZQOSVp\nj2VP3jiA5EpxDPtoDN8se5Xr7jqVi498hNiEOFod2IBZ05ZQq1Et5s5czqo1W6haLYlsc3z01GDS\nHtjJcacfwnG9OjNp2EwaNa/DdY+eC8DXK9/koQtfYfKI2Vz7eO9842l5cJMyP2cREdm/RHPXVdEs\nJsTyB+Elq78UVdA5lwlsxhvCVKRA6ZsyuOCEp5n423x2bM9kwzpv4IymrevR9bRDefanu4mL975X\nxccZ69ZupeMx7WjSrhFr03bQs8/R9LnpJLak7+TW5y6iXqPqxOXmMHnon1SpWYUeF3XhmW9v23U8\nM+Osa7pz/HlHFhqX02ObIiJSirymAJGZKrJQk9VkYIufiBZHPJAd4jFkP1O1ejL3P30BHTunMuCN\nkdx3wwCys3I4oVcn0lanMWnE7ibP/T/rS7djW/H2PZ+SsW4T7w6+hQXTFjP6h7+o36AqY76ZSNsj\nWpKVmcOZV5/A/z3xPf3/+zHffbvnaG6dT2hP60NTC4xp7bINnFX3GuZP/aesTltERESKIdRmAOuB\n+mZWxTm3tbCCZtYMqII3rJZIoboc77UW6X1FN04++zCGfDaedx//joYNq7F6xSZ6XtSVrJ1ZrF2+\nkaUL1hCblMDixRu57vjHITeXnbkxJMQ4xv86k43rtvLlvGeonFKJzt078MwDXzJyxGx6X9yl2PHU\nql+d/zzeh8at65fVKYuIyH5GD1iFJ9Sa1Qn+PP/Ho/d0kz//LcRjyH6sWo3KNGl2ANs3phO7PYPX\nRjxAywMb8uET33F110d55sYP2LF1B2df151mLWuzY/M2YnEkkU1q+0Zs3bKT6x49h/5Xv8Nnz/9I\narsG9L3vLNb8sYDp4/9m7E9/7nG8v/9awqKZy/aKIzYuljP+051KVZL2WiciIhIqh+Fc5KaKLNRk\n9X28flX/Z2YNCipkZtcCt+C1b307/PBkf5SVmU23Xofz4Ed9AWjQqh71W9QluWYKsSmVWJEQz5cf\njWPRnFWYGRkZmRx6bDuuvOtU2nVoQLvOqcyd/A8DHv+WT576jqat63Ltg72YPnYe37w1Yo9jffr0\nYAa++HMkTlNkv7dh5UYm//JXpMMQkSgXUjMA59yPZvYVcC4w2cw+BSoBmNk1eKNZnQ50wEtq33HO\nTShofyLfvj+aGgdU5dgzDmXlP+tYv3oT3340lonDZ3FYl9ZUr1udbek7aH94LVq2qcfGDVuIS99J\nYmI8mVsyqNO4FhtWpbFlWybP3zuItWu2cPv5r5O1ZTtnXd+DL18fTkr1ypz/31MBOKrHUi49+F5e\n+uUeatatxn3/dx1Wsb9wilRYYwb9wZfP/8Cni1+PdCgi5aKCP+cUMeF0JHkpsAO4GLg1aPkb/jzw\nX//7QN/wQ5P9wfrVm3f9e8hn45g6Zi5ZNapC5UQWzV3FgtkrmfbbPI45/RBysnNYtiQNS0ygUkoi\n9drUp8ORLfj3vWexOW0bi+et4pdBk+jaswNfvzmCA49qSfvOqRx+0kG7jlGzbjW6ndWJKtW9wQDu\nPuMZjj//KM64+vhyP3eR/V2vm07hlKu7RzoMEYlyoTYDwDm3wzl3KV5n/x/hDRCwHcgElgKfAsc5\n5652zqknACnUJf89mUUzlrJ66Xouv+cMru13PitmreDtb2/FMrbx1Qs/cO6tpzDiq4msWbaB6tWT\nid+5g03zlrBk+hJ+HvA7F7e/k+GDJjJ9zBx6/+dYTu59NE9/dQv/Ov1Qjul1OEmVd7c7HfjGMH78\nYiIJifEA9LikGwf6w7YWJHNnFtPHzivT6yBSUaWt3Vx0oQKYGUnJiUUXFNkX+CNYqc1q6EJOVgOc\nc7875y53zrV2zlVxzlVyzjVzzl3inBtTmkHKvisnJ4e1yzayc3sma5ZtpFWHhgya8BANmtTi2LMP\nJzYxgU/fHsW5fU/ioKNakrNzJ/HxcVi1qt4OnOOgrq1Zv3IT00bP5evXh3F9z6e4qOdzbEnfDsCm\ntem7jlevXlXatK696/XJlx5Di4MKHwBg8vCZ3HPOC2zZtK30L4BIBTZnwt/0aXQdy+cXNUaMiABe\nO4BITRVY2MmqSGmonFKJ/oNuoXK1ZO46+wW+enM4uTm57NieSe36NVm4YD22MZ2PnviO4YMmsWXj\nNho1r80t/S/g0BPa06l7ey695yzSVm8ic2c2a1dt4qhj29LvpYuJizH6XfY6F7a6hc3rvYEGel13\nEs8MviukGLuceigD/nySlOqVy+ISiFRYrTs1p9+3d9Kwlbp4E5Gyo2RVys26lZuYMGI26ZsyeOf5\nIWzP2Llr3TO3fEyj1g2YOnwGFx7+CPde9AZV63i1p7FxMcyauoTWnZtz2V2nsWPrDga98gubN2Yw\nddQcXrrtY6aPm0elKolsWJVG9/OPoHOXlnz3znDG/zKD+Hq1+fTFIfnGlJ2VTW5ubpGx165fo3Qu\ngpS7bZszGPnF+EiHsU+KjYvlyFMPw/J5SnHsd5PYsCotAlGJRC81AwhPSMmqmV0W4nSBmfUws4Zl\ndQJScYz9ZQavP/INmzdlMHnsArZt2Z2s3vHCxaRUTWTe9OXExxqLF69n8ojZ1EyJZ/vWnWRbLLnO\n8fkLP7F0wRo2bthKbnwcuRjLFqzBgOsfP5+UKom8fttH/DN7Oedc34NWHRpSq0FNup5xaL4xPXD+\nS7x53xfFin/r5gxGfjO5NC6FlKOZ4+bzwvXvsm1zRqRD2a+8eN3bTPxpWqTDEJF9gIUy/rmZ5RJ+\ny4dZQH/n3Kdhbh+VOnfu7CZPjkACc9xx3nzUqPI/dglk7swmITH/TihWLV3P/Ze9xYYVG9iZG0O7\nw5oyd9w8iDEsJhaX67y+JnJyiEmIJzfXUa1aIokJcaSkJGK5uVhMLKkHNWbForX0uaknP384mt63\nn0GbTs0AmDR8JutWpHHqZccAMH3sPKrWqELqgUV/n5o4fBZPXP8Bn0z5H5VTNFhARZK5M2vXQ3VS\nPnTNZX9kZlOcc53zW5fUoqFr9OT15R3SLgt7P1hgbNEu1GYAS/1pO17aYEAOsMafcoKWZwDLgHT/\ndQfgIzN7vlQilwqpoER1xvi/Sd+Uwdr1GTRsWpvYxDgWLFiHc9CsQxMatW0AOIiJIblqMrmZWRAT\nQ0x8AmtXb6FZhybEJSbQsGU9+j51Ef0+vZHFs5aTXCVpV6IKsGTuSuZO+WfX645d2xQrUQU4ont7\nBs54UolqBaSkqfzpmovsyaFmAOEKKVl1zqUC/fH6Zx0JdAeqOOcaOOcaAFX8ZSP8Mv9zztUAWgMf\n4CWtt5iZOrXcD02fsJCv3h216/XKf9by7fuj+eCFIdx7/ktMHTaTB169hOzkSlhSItnbtkN8PMv/\nWU9CQhxJCV6i26B5Ha+WdccO4mLB5eZQt2F15s5YzvQJC9mWvp2pY+Zx/m2nccfb1+wRw3l9e3Db\nS5eFfQ4FJdsVwbb0DJb/vSrSYYiIiIQkpP95zewE4DVgIHCxy9OGwDmXiZfEjvRHt3rTzOY5534H\nrjSvFf6/gf/45WQ/smrxeuZMWQJXQ9r6rVx/3mskxziycg2LjSF94xamDZ/JkjkrYGcWMfVrErsj\nk+wN6SycMJ9a9apx8BGtWTx/FdSoRmXL5cKbejDj97ms+Wcd1Wul0PepPkwZM493+n1Dt9MOyffB\nj/3VNy//zNAPR/PR3y9HOhQRkf2PAyp4DWekhNoM4Ha82tE78yaq+bgLiPXnAf39eZcQjyv7gJ69\nj+SBN/4NQNXqlbj8lh68MfQu2rSpS8261VmxaB3zpi2hasOaxNRKIS47h0qxRm4uxMcZG9emU6dO\nZc65/BhS61SmTcdGvHz/IJbMXc2orydx1Int+eaNYXQ5+SAuur8XE8f+HeEzji7n3Xoaz/zyQKTD\nEBERCUmoyWpnYJNzbkVRBZ1zy4FNwJFBy+bhtWWtE+JxZR9z7x2fs3RdOt++O5pTL+vGRf89mQ1r\n09mwahPn9+5MdZfNjkqJpO/MxrKzqNOoJrnO+P79MbTu2Jg3R93PxbefyvG9OpGVmc3Bx7Xjl09+\nJzcnl42rN/PPgjUsXrCGwr5Tff3mcG7u+VQ5nnVkJVVOol4zffRERCLFuchNFVmoDfBSgBgzi3fO\nZRVW0MwSgMp4D10Fy8KrcZX92Oq5q6geH8vkv5axPTOLsy/rxitP/UQCuaxYuJ5tOyEmcyts20Hz\nQ5uyZd0WzAyXlcV3b3TLG3cAACAASURBVP3Kp89nMWnkHGJyc0hITiRt3WbOvflkjjnzMK7p8gi3\nvvJvBjz6JfFbMzj53//it28ncfRph1G1ZpVdMXQ6vh0161WL4FUQEZH9SgVPGiMl1GR1MdAGuAj4\nsIiyFwLxwMLAAjOrAlQDFoV4XNlHTP9zKc7lcnC7ehx+TGtmjF/Ad28NZ8gHv5GdnUNWXCxDhs2B\nrBxIScYyc1j093rYvh2SEiEhnlFDZkGuIy4+lqqVE8nIjaVOo+oMfn8MF9x8MocefyBTR83hphcu\n448fp3FO6s3EGtSsV53DT+q4K5ambRrQtE2DCF4NkX1bdlY2Qz8cTfeLupGUnBjpcESkggo1Wf0S\neBB4zcwynXOf5VfIzPrgPYjl8B7GCgj0zD4v1EBl3/D5J+OonJzA0mlLaN6+IZnrN2NZ2WQmVaJS\nAmzPyMLF7YSsLCxtE127t2P5vNWsWppFtVrJrN+wnbj4OLK3Z3Jcr87EuBw2b97O3W9cSWKlBGJi\nYnj8i5sA2LwunZf7vkubg5vwnyd60+Go1iWOf9inY5k2ciZ3vnNtifclsq9bt2wDb9w2gLadW9Di\nkNRIhyMSYRW/C6lICbXN6lPAHCAZ+NjMFprZ/5nZ42b2mJm9b2YLgU/8MnP/n737Dq+iWAM4/Jvd\n01NJQiAQIID0KkWaiiCIilhAUEFFsWAviA0rduyKCvdivSpSFAQVBEEERaT33iEkkF5PPzv3jxOQ\nDglJTgLzPs8+Mbuzs99ZInyZnf0GePOw8w/WDJpzpoErldOBtclUC7Oyd8NezLogoV41omLCwenC\nk1tARKQdiwTNZkPYHSyetY6s1Gys4TYKAxoIMAJQs1ENHvvwVroP6MzS2Wt5vPcoxj0d/N1JCIEQ\nguj4KL7d/hEZGYVsXb23VOKvEh9JzfOql0pfZ5OAP4D7sOVzFQUgoV41pud8oRJVRVHOSLFGVqWU\nTiHEJcD/gF5AXSDpqGYHf234DbhVSnn4GodvAx9x2NQA5dwy9Kne7N66H3v1WHSrhR2b99O5exOW\n/LoKHxqF+U4Mu524WDtRseH0vaUPi+ds4M+ZazBbfGiBAFWrR+PJLSAnI5+0vRkEvH4atEqiVdem\nGIaBu9CDI8J+6JqPjR5MUpPTe9wfCBikJ2dRvU7ccY+37dGCtj1alMq9OJt89uxE1v61mdF/jQx1\nKEoFo2nFHRNRlLOYmrNaIsWucC6lTAeuEEJ0AfoDbYCqRYfTgRXA90W1VY8+Vz3+P4el78vixZtG\n06R9fZzZ+Xww8kekLlg4ey3oZm4afhnTf1xBjtApOJBDTmo2bz21D+F0gaZh+OGqW7rw9y8ryNyf\nzw8fz+KOF66n45WtiYgOA2DSe7/w03/n8tmqUYy67WMGjehLm65NDsVQmOfCEWE7Yf3V+VOX8t6j\n3/DD1nex2NQKPKerz9AedLmmUq7ipyiKUj4kahpACZV4OR4p5UJgYSnGopzlvv/4N3SzzoYVuzCH\n23HbraDr2PIKsEfYmfD5QjSTTtuWNdmWW4jfbiXCrBGVEEnq7nQMBNM+/QMB3PPy9XS+8nxSth8g\nJzOfxPOqs2DKErrf0ImGbeoBkJlRSFpyFvVa1AZASsktrZ7m7peu5/JbLjxujBde1Yaa9aqVKFHd\nsyUVt9NLw9Z1SnyPKquEuvEkqLJYiqIoShmovGtHKpXK92PmMGfaSgyzFWEE8AmdhHAr9kg7u1Mz\n8Ls8GAEDQ2ismZsFdgfCohMWGU5qWh6Eh2H2uKnWIJ6cA3m07NyQRTNWsXfLPrat3sPgZ/vy2fOT\n6NqvA62LRlLdhkbqvuxDMQgheOazu2hwkmTSYjPTqE1SiT7jlDFzSNuXzWuTHirR+YqiKMpZTk0D\nKBGVrCplyuMOluNt1r4ePa5vx6zvl+N1GTg0Sdq2VC67uQu7N+wjKsJEdmYhhsUCJju4XFg0M/vX\n7iKidjy2CAcZOwvx+QwsZhMLpi/n+49m89Hvz+DzGbicHqamjD3i2m99/xARVcKO2Ne2e7My+6wP\nvDkQI2CUWf9KxWIYhpqPqShKMalpACWh/qZVytQTt43jzl5voQnB/i2p1KlTBeny4HR6IczBvGkr\n0a1msg7kEfD4IOCHQheRVSPwaDqxiXF0792S9C3JRETZ0QIBstPzmPn1XyQ2SKBO45q8/fDXjLjx\nY7au3HnoutvXJ3NDq2fYvTm13D6ryayrea7nkAc6jODbV38IdRiKoihnPZWsKmUqUOhGeL3M+OYv\nNmw8wN492SAl/joRBMIs+ITG1bd2RkZFYAmzQ8AAaZCXng9AVraTOd8vReiCxz8aTFZqDhf0bE5i\n3aqc16YuaxdvxyL9RFph17pgeapAwCCpUQLPjbuDxPOqhfLjK2exW57vz0X9OoY6DEVRKhMZwq0S\nU9MAlDL10U/DANi0YieYzcyesAhpMZNbK5wwfwHhSH787+8YNhv2cBsmCc58N6JohDWmWiRZqTlg\nSF4aPIbOl7eiQ6+WFOa5WbNsF3nZhVx5W1fqt6pDg9ZJZB3IZUiH53hl4kN06nXqElPzpy4lc38O\nfe/tWda34pw266v5TB87m48XvRrqUEpNpz5tS7W/qR/9ijPPxaAR15Vqv4qiKJWdSlaVcpGRXkD6\nvmwwmxAmEzG/7wazGachwWZBRoeRm5YDmg42CxQGqF47BiSYzTp+aVCnYQ0WzN1Es4ubcfWd3bjy\ndgNdP/LhQHTVCAY+1pv8rILTiis7PY+MlJyy+MjKYRq1r8/lnm6hDqNCs9jMBPyBUIehKEpZquQj\nnKGiklWlVE375m82r9qNdHt58qPBh/Z/NuoXqsSE0b13KzauS2bfDg/CakW4XEhfAC0rP/g/sdcH\nVgtISVqeF8PlwwS8PP4BWl7UmPt6v8vSueuoU68q416YTOuLGyOEYOBjvbGH29izMQW/28sXI3+g\n0xWtTxnvtXdfWnY3QzkkqWkiSU0TQx1Ghdb7TvWzqChnNQmoOqslcsI5q0KIlkKIJic6rijHY3dY\ncIRZ8Xv85GUVkLU/lxcGfcyBvZlYTIK53/zJvr3ZEBEefNRv0gEQXj84bBDhAF0Di06gwIX0+bDZ\nzfw+bTnOAjfjfnuC3H2ZPDXgQ6onVaXVhY1ZPGsNBXku/vppBUM7PUfTC87jw9+fZcrHs8hJzwvx\nHVEURVEU5Uyc7AWrVcCcw3cIIT4XQrxbtiEpldllfdvxwMi+bPh7EzO+WoDX42PVn5vp2LURG1bs\nRjhsSLcXqWsEzBqG3QoeL/j8kF+I1QggvD7QTAifH7suCYuwMv/n1ezZeoB9O9M5/7JWRISZyduf\nTfsezfnv3yNZPHsN374zg87XXkCrixvj9/qZ+PbP7NmUEupboiiKoigASBm6rTI7VTWAo8erbwNu\nLJtQlMrqnr4f8uuUZUfs+/iP57jo2nbk5bpo0qMFK/5Yj6V2HDLCATHhoAt8VSPwh5uJjLBAIIAI\nGNRtWA0MA3x+zFYdoeu069Ycs0Vn3GvTSUvJZsVfWxi3+GVemPAwO9fvZd3fW/jr51U4C9xsX7WT\nJbPXEh4dxsSdo2l5UeMQ3RVFURRFUUrDyZJVNxBZXoEoldc1gzrRtHXtI/ZFV41k4ph5fPTCFFas\n3YcrIpz85CwocKLlFSJcXiwH8jHtTCe/0A9WK/e90pe3f3iYyGgHaAKvJ4DXLxnyYj/MsVFUr1eN\n87s0ZPRPw4iKjSAs0s6Mz//gmzemcfsz19CpV0vyswtZ8MM/ZO7PYf2iLSG6I0pF8uTlrzL+9amh\nDkNRFEWVriqhkyWruwC7EKJfOcWiVFJX9GtP7XrHrgt/38jriK0Zg5bnRPoCwecQfgPhM9D8BpoE\nYTEhzWYwDDQpuKXlU+S5A2CxgMWM3+3l8T5v89p/BvPoy32P6L8wz4XJbuWpz4bS6Pwk7nl1AKN+\nfIwdq3cz+6v5jOx/6hkrn7/6I6/eOa7U7sVBy35bwxO9XuPAnoxS71spniuGdKNtj5ahDkNRFCX4\nglWotkrsZMnqDwSnAUwSQqQJIXYU7a8qhNhRjG172X8MpaI4kJzF9vXJfDryB74e9RN1zovHarci\nzDrCrIOmIb1eLAEPmtsNCIThB6+XT54aT052AXg8WAJe3v/xEWJi7KQlZ5K8JZUBifcy5olvMQyD\nz56fxH9HTGD1X5txFXoOXb9h23qMWfwqAx67inGr3jpprDkZ+UwePZvImPATtvEWLRdbXPZwG3u3\nH2DSezNKdL5Sei4Z0JlG7euf8Hj6vqxyjEZRFEUprpMlq68BvxBMWOOApKL9etF/F2dTzlIF+W4e\nf+Br9uxKB+D7sb/z8bPfk1A3noAQTBw3H48vAAVucHrAYUc4HHgDAsNiDVYDCEikxUzAbAGrDeEP\nUCMxhiqx4dRMqsqrEx/ikr4XMODxPsz4cj456fk0aluP9ORM2l3SmISkqsfEpZt0ouIi8Pv8J6xd\nGR0XwZh5z3D/Gzec8PPd1uZppn86r9j3pVmnhny6/HWGvn5Tsc9Vys/6f7Zyc8NHSNlxINShKIpy\nDhAydFtldsI6q1JKF9BHCNEIaAGEAV8AucAj5ROeUtHpJo34apFYrWYA7nr2GnxePy/d/z9c+W7M\nbjdeTYcwG9KkBxNWnw9hGCAlQgQfTQgRnCVwfqf6eF1etu7OYWj31zDyC5nx3SL++9ZM3v7uPm58\n/GrMFhMXXtMOn8eH1W45aXwv3TqG6KoRPPzuLTx8xVsMfqoP7S9tduh4UpOaJz3/4fdu4byWdUp0\nb8KiHCU6Tyk/jdvX5/WfnqBGPbUsr6IoSkV1ykUBpJSbgc0AQogvAJeU8quyDkypHOx2C48/d82h\n72dN+IecrHzWzF5N1ZrRxFePwDBb2LczHd3wYzjCwGQClyt4gqZhs5sIi7ATX7MKyVtScRZ4kJrO\nxb1b8ef0laTuzqQgz83OdXsxW80kNqgOQLcBnY4b0wv93iY8MR7NYmHg8N5YbBZ0k07HXi1IqBNX\nrM/XoVerkt0YpVLQdY023ZuHOgxFUc4FZ8GLTqFyqtJVRxsJvFMWgSiV2/xfVnPzha+yd0ca4z/8\njYv7tiU1z8nGKjZ2uzwISfAlq9x8hMcLJhMSAf4AbqePzLQ8Nq7YhTnCwY0P9mD01AdZ+vsGPAHY\nvW43F/VowkeP/o/xb07DVeA+aSzVk6pSv2lNWnasT/XacdQsevnr5uG9iUuIZuZX8yvEspZ7Nqfw\n36e/wzCMUIeinGPmT/6HNQs2hjoMRTnHhPDlqkr+glWxlluVUo4sq0CUysnvD/DAreO4fmAHBj3Y\ng65XtsRV6OL3GetxJ4TjjTYRvtUNVgvSpCM0DcOsgdDQClzBmqqmoh9Ds5mUvdl8NnIKv3z1J7np\n+dRulMBjH9xCdFwEX4/8Hr8/QL+6D/Py5IeZMX4RHS9uSM+bLzoipnvf+XeZ16EdnuX8S5pyz6iB\nAOzeuI8xj39L2+7Nia8VW2736XiyD+Syaek2jICBphX390alMpvy4UxqNapB+xCN3C/44R9qNapB\ny4vVIoWKolR8xUpWjyaEaAa0Aw7WLUoDlkopN5xpYErloOsaF3VvQpNWdagaH8mMrxYwZ/IyMOl0\nrpbI6t+2gMUMJhPCZAJNgElH+ANYdYnLZAG7Da3AhVkXCLuVMItk/850rr27G9cM7cn3H81i0ON9\naNOtKX6vjyf/cyebVu/h79nryEtOOyZZPdylN3Ti61d+YMhL/bFYzTRqV4+pqWPR9dAnh60ubsK7\nc54LdRhKCOxYsxuT5Yz++j0jz01Qrx0oSkioaQAlUqK/LYUQvYA3geNO9hJCrAWekFLOPoPYlEpA\nCMGgO7sCMPzBb4gIs2A4zAjdzOr1B0DTwG4Njqx6/CBBK/RgNwsKw8OQQmAGDCGxWDTaX1CbBXM3\nctNjvbn16WuYNnYOM776k9YXN+G16U8cuq5hGHTt04bE49R3PdyVQy4hsUF1LEUvgAEVIlE9F61f\ntIWUbfvpecvFoQ4l5IZ/ek+oQ1AURak0iv2vthDiAYIlrZoTLGtlEBxRTQMCRftaAjOFEPeXXqhK\nRXfHPd04/6IGuOtXRdck0mrGSIgFKTDMJgybCSklhsOGM9+NcPvQPX5MhU7wBWjYMJ71S3dgBCTb\n1+4F4Jp7ejA95SMu7NOG8e/O5NGr3gZA07RTJqoA4dFhdO7T9ow/W15mPst/W3PEPr/Pz6Zlqozw\n6Vr/92b+nLok1GEoiqKEjlrBqkSKlawKIVoB7xedtwS4EgiXUiZIKROAiKJ9iwgmre8LIdTSMeeA\nwgI3v3+3iKpmE45dGRi5TkRWLqLABebgY39R4AKrGXQNKQTC7QGvH6/TA0g2Lt3OPW/cRFyMg+vv\n73mob1PRnNZOV7Sk/2H7y9NfU5fyyqAPkfLf/+OX/raWR3u8Rl5WQUhiqmwGPNaHl6YMD3UYiqIo\noaOS1RIp7sjqsKJzfgIulFL+KqU8tHyQlNIjpfwVuLiojQ48WlrBKhXTrF9Wc9O1H7JlRxqTJi+h\nitUEEoTfQCt0Q4EL4fIGE9b8QoRZQ1aPAaEh8wtA0xFhDmJrxPLtG9PJ2rUfk8XEk1e9yYp569m8\nLZW87ALqNqlJ5ytO/ELKgT2ZHNiTWSaf8Yo7uvHN1g8P1YUF6HhFaz5b8fpJV8BSyoaUksJcZ6jD\nUBRFUcpBcZPVrgTz84ellCes/VN07OAM/m4ljE2pBDLS8pg88W+iw3Q2rNrNhg37yEvLQ2oCzOZg\ntX+zDjYzeLxIt4cAIjhC6fMFV7Dy+7msd3NS0wvZvuUAfYb2oEn7+qTtzWT8Z3MZ/MJ4+rV+ms0r\ndh5z/ZRd6QQCwdJPY5/+jv+MmFAmn1MIcUyRfyEENU5jKoJS+n794g8G1XvwiJFuRVGUCk2iSleV\nUHFfsKoG5Eopd52qoZRypxAip+gc5SyVkZpDSmYBFr8P3WtAtgtv7VjE/vzgbGZNBMtTuTzI6Mhg\n+SpA5DmR8VUwzDrmnAK2r9hJAKhaJ447Xw4uf/rwh4MRmsDz8Wy6Du9N/Ra1jri22+nl7ote4spB\nXdA1GPbx7eX++ZXQ6HJte6omxhwx0q0oilLRVfZlT0OluCOrLsAhhDhlklvUxlF0jnKWWjZ7DfqB\nAto0SwLDQHp9+KxmpFkPzlr2BxCGBLMJhEA43Yh8JxgSCl1ohR7MZhM9h3Snw8UN+XzBswhNsGtT\nCik704mOj8Kc66HtpS0wmY/8sbM5LLz703CatquLrmtERIcRER0WkvtwLls4bSl3tBh2aIS7PETG\nhNPusuLXKP340a/YtnJX6QekKIqilJnijqxuBDoC1wOnet7aH7AAy0sQl1IJ7NycSlaBj0irTsau\nNISmgceDnufGWzMa254chNmENCQYMjgKJgTSYgarlV49GjF74iI8Quc/I6di+AMs/2MjM7/5myXz\nNoJhUL1GFN36XUDdpjUBWP3XZvbvzqDXoC4ANGxdh4at63DJ9R2OiC0vq4BnB3zAsNG3kdSkZrnf\nm3NJUrNaXH57t3IrCbbstzXkpudx6cALi3WeYRgkb0khP1u9EKcoSoiokdUSKW6yOhnoBHwihEiX\nUs49XiMhRA/gE4J/LJPOLESloirId7Ng7gbyc91YBSAlmMzouS6Ey4dwu4NzCk0myC9E2G1IkwZu\nL8LjZdGc9TjionHmezACfuo3rk69JjVZu3ATderHUa9RAjcOu5KYalFM/WQ2zTo2YOuq3WxZuetQ\nsgqQm5FPVFzEEbFZbGYat62rRlrLQc3zqtN/WJ9S6SvgD6Cb9JO22bR4K/t3pRc7WdU0jdd/efpM\nwlMURVFCoLhDIWOA9UA0MFsI8ZcQ4kUhxF1F20ghxF/ALCCqqO2Y0g1ZCbWNq/cwsPsbfP7GTzjC\nrGhCkHqgAImEcBsiINFynRhVIpFWC+g60hdcEEAUutBy8xE+P/kHcrDqgNdDvXqxtLygHt+9MZVA\nXiGBvAKGPN+XmGpRhEc5+OatX/hx3O/EVg1n+Cf/zk3dvmY3N9S6l53r9hwRo81h5b5RA4lNiC7n\nu1M5FOY6+fPHpaEO4wg71+3l6ipDSN6SetJ2Nz/bTxXVVxRFOYcUK1ktKlPVi2CNVQF0Bp4DxhZt\nzxbtE8Bi4HIppbc0A1ZCb21WFo06JbFpXQpZB/Lo2L5WcFTVkPgtAmfDOIiJhIABCGRkGOha8EUr\nXUdarRDmQDjsJJ0Xj/R42bclFXduIVn78xBmM2aHlcEXPM9rd44D4K6X+tP1mna8dcdYdq0LLhiQ\nlZbHe09/z4Mf30ntJolHxLhrU8oxcXtcXm5t/CjLjirufy5atWAjbw/9FFeBO9ShHFLzvGo88MFt\nVEuqGupQFEVRyoSQodsqs2JPMpNSphBMSG8EpgLJgLdoSy7adwPQpaitcpb5/p91NLqsMXc9fw0+\nr4eF6w8gA36EpqH5JbrLj/B4EW4vmq4HS1TFRSOFQBoG6Bp2zaBhi5rUTIrFEWHDYjPT6pJmVKkZ\ny6Anr6bLFedTLSGSwSOu4a37v8Dr9dPh8lZMSRtH1v4cvn75B2wOC80vqEeXa9odmi+5YfE27mg3\ngnsvfZ2dG/YdEbfFZqbP0B7UOSqxPRd16dOWiTs/xB5uC3Uoh1hsFq4Y0g2zpUSrQCuKoihnqRK9\nESGlNKSUk6SU/aSUdaSU9qKtTtG+yVLK8ns1WClXE58aRPrfyXzx0RwISLTsAkRRDTct3401ORcC\nwQoAUgjwG+D1F42uAl4fXa9tx+aVe/j5q4W4/ILExjXp2q8Dbo+fA/uyWDF/I5FRdvxuL3G145j9\ny1p2rEvG5rCSn1VAZmo2jnAb97xwHdGx/xbld+a5cOW5GPrCtYdeyjpICEH/R3tTNTGmPG9XhWVz\nWM+4Dyklw3q+ypJZq0shotLlKnDz3ye/IS8zP9ShKIqiBKk6qyVSPq/vKmeVgW2e5eepy/H4AtiM\nADg9wSVUdT34tr8mgtMCEFDoBLsFYdbBHWyHrvHrpCWApEpCNNWrR9Dt+gsY2PQJ0vZmkrxtP0Yg\ngACe6jOKy27shM/lYWT/dwDoecvFPPLJnceNrV3PFozf8h7X3n1pud2Pc5kQglYXNyG+VmyoQzlG\nQU4hS39dRW5GMFn99Yt5TPv41xBHdeZ2b0xm9fwNoQ5DURSl3Kjnbcpp+2vOeqaN/wchBJE6hNss\npO5zY7JaCLNIcgMSGWYNrlqVlRd88x8QuYWgawibFXQdk9eD3xfAFmnHFBGG7vXwy6fz6DmwE558\nJ3/+uIyIKmEEAgZjFr1CzTpxvDvxPnLS80oU98p56/n8uUm8N++5Y2q1Kmdu8HN9Qx3CcVVNjGXc\n6rcPfZ+fXVCh5uiW1MxPf2fL8u28+8fIM+pn4+Kt6Cadhm3rlVJkiqKclESVriohNbKqnLYpXy0k\nPTWH7GqRZFnNpOd70aMjcNWKJctihUAAPH7Iyg++XGW3IkwaaCAx8MeGB7/6DaTfT4MGValVPZwL\nrzofKaHXoC40aFUHR4SNXVsPcPVd3UlskIDX4+PJa98lIyWnRHFXTYyhzaXNT1kSqaKa8elcxg7/\nX6jDqPT6D+vDrc/3D3UYZ+zut27mzd+eO+N+Jr01nakfziiFiBRFOW0yhFslppJV5bS5s/IpzCvE\nIyXmPBcBv4HfL5ESpMX871uHEQ6wWhA5BQjdhD82gkBMBOGRVkQgQFycA+H3s3lHNhaHjVtGXMsn\nf76A1W7h0oEX8vasEQx6og9XDOkGgMms0+7SZuzakspD17xb7LgTGyRw+8j+lXZpzvDoMKKqRoY6\nDOUwj1/2CvMm/h2Sa2uaVipPCJ6d8AjDP7+vFCJSFEUpW+qZqHJSE96fSXR8FDkBSKxXFWuKCW9y\nBn6Xj4AETQdLlhOcbqTJBCYNw6RhVItCzygATaDnuwkL+HDtywIpycjJx18vAc0fYMXctfw5dQmu\nAg9jnxrP1JQxRMVGEEAjedsBkhrXQNM0bnvmOiaM/Z0dyXl43D48Tg/OPBfVT1Dm6JPHv8URYeO2\n5/uV8x0rfRdf3zHUIShHadujJTUbVA91GGeksj5pUJTKrLKXkAoVlawqJ+XMd+NF8Mu8Tdx2b3eq\nRdkZ+/REdjkDCKcnOD814AOTHkxW8wuQ0eFITQOPF0w6WGwU+g006UUzaTQ6/zz2ZhaSl+tCc9iJ\nq1GFus1rU7soMU3efoCZ3yykQctaJDWucSiWG+/pzvV3dMVk1hn3zAQ2L9/J6D+eP27cTS6oXypv\nuyvK8dz4xNWhDkFRFOWcoaYBKCc15LnrqH1edV544VomT1nK/H+2s9NtEIgLJxAbQSDCHkxSAwGM\nSBuuxtVwnheNKceJZrMi/H6kWUdaNYTfx30v9WPbumT6D+pMfNUIfBYLY1+ezop56/n5sz/wef3I\ngEHDJtVp3aXhMfGYzMHRoNue68fz3zxwwri79e9Ip97nl9l9CbXUnWn8/dPyUIehnAOmfDiDcU9+\nE+owFOXsoOaslohKVpWT2r0jjY/fmsGSeZsYN+Z2Eq06cVYdPTUX4fIgbWYwaxBmR8tzYsp2YXIF\nCITZMGQAdB1bvpP7HuzJNXd0wx5u4/XJD2N3WAjkF8L+TExC8vrtY9m3M53/PDeZWg0TeHnSw4RF\n2k8YV3i0A5PVxLrF28vxblQcf09fzmfPTAh1GMo5ILpqFLE1qoQ6DEU5O6hktUSKNQ1ACHHwmesX\nUsq9ZRCPUsHY7BY6dm/Kjfd159sPZvPdh7NwVI9Gt5iQQkPme8AbAL8HETCwBGwYmQcgMhxhAIaB\n12Pw3xenEBsfwY9f/YXdYaFWw+o8Mvp2mrSpg8/nZ3CjR2nUujZej/+0Y/tt0mJ++vJPvl76Utnd\ngAqq38NXcO0DvUIaQ9reDDYs2sIlAzqHNA6lbHW/qUuoQ1AU5RxX3JHVF4Bngf1lEItSAcVXj6Jz\n5/NI3rqf7z6ZvQarTwAAIABJREFUC7qOLg0Mrx8MifD6ED4/+PwgQHi96AGJ5vKCYYCuI0wm4hKi\n8Xv99LntQq6/ryden8EP/53HbxMWMeiCF9EdDiJjwnn0/VsAmPnVAj589OuTxnbFoC6MmfPUEfu2\nr97NkGaPkp2WW6zP6fX48PtOP1E+lbysAu5o9QSbl+0otT6PdnCJ2VBZPnsNY4ef/M9IURRFCTpU\nMSdEW2VW3H/tMoA8KaWvLIJRKhan08v+vVm8fP//eGbwWKTVhFmT5IiilaqQSJuVQLgVIzYi+LIV\nBB83aALNpBMZbiHCoZO2L5vs/Tn8+fMqatSPZ8xvTxFbxc687xdj1jXqtk5iwKNX/nvtPCdr/trM\nx098S0ZK9jGxZaRkc2ODR9mx7sgB/tgaVbioX8cTTiFYNmcdP3w8+5j9rw75D+88+FXJb9ZR7OE2\nLu57wVm9tOsVd3Rn/K6PQx3GCS34/h9WzFkDgNft5edxc/F61F9diqIolU1xk9XVQLQQoszWVhRC\n9BdCTBdC7BNCFAghlgshbjpOu7uEEFuFEO6iNsesrymEqCmEmCqEyBdCZAghPhJCOErS17nmr3+2\ncs3NHxERG87Xfz1Dxx7NAYHbbILcAkROPhS4kRrBJNVqRlotGDYL0qQj3F6krtOqU33y3QYiIhxz\nuJ1a9eOZ/sUCvh71E1Viw9m2bh8JtWNJ2Z3J3En/kJuZz+/fL2brih0k70znt4n/sHbRVub/uOyI\n+GITonly3F00alP3iP3RVSO5/aUbsNgsx/1cB/ZksHN98jH7b36iDwMeKr3H6maLicEvXE9M9ehS\n67Mi0rSKO+190U/LWPn7OgD270znP8O/Zv/OtBBHFfT39GW4nZ5Qh6EoSnmTInRbJSakPP2xYSFE\nP2Ay8LqU8pkyCUiIRcBO4EeCI7lXAo8BD0kpRxe1uQn4BngR+Au4HegPtJdSritqYwZWAl7gOSAa\neBf4TUp582HXO2VfJ9OuXTu5bNmyUzUrfZdcEvz6xx9l0r3T6WX56t3E2a189OYvCJPG7pRMXGn5\nYDZhynEhNYGMCYdCD5o3gAwEIMyKKHAFC7ACLZsnsHb5LggYhEVYeXvaY4x78QdWz17NxN0fMm3c\nHzRpV4+fvviDpbPWkNSwOts276dxy0R0IXj716f5+csF/PDJb3yx5OUy+azK2eG5q0dRvV417n//\ntuMel1JWiIUh8jLzuaHmUF6c8jgdrjx7K1YoyrlICLFcStnueMdsibVk4oPDyjukQ7Y/NeyEsVV0\nxUpWAYQQbwOPAu8Ab0opM0o1ICHiju5TCDEe6CSlrFv0/WZgoZRySNH3GsFR39UHE9HDktDzpJQ7\ni/YNACYAjaSUW0+3r5M5W5NVgPSUbMaP/o2/F+8gK9fJvp7RxC7NxZHmxzAJAlUc6IU+NG8A/AGk\nrqHlOcHnR+gaaBqtWiRgqZ+AlpXHxtXJSJ+f2Cp2+j3Yiz1bD3DzY72Z9MGvfDNqGu0va8HuDSnY\nbCbqNU+kfssk+j9yBVBxEg0ltLat2kXmviw69G5zzLFls1cTHh1G4wvOC0FkxZOfXUBElfBQh6Eo\nSilTyWrZKG41gN+L/rOQ4Gjno0KIbUAaEDjBaVJKedqP1U+Q/K4E+hXFUA9oCDx82DmGEGLy4fuA\nK4ClBxPVIj8SHGm9HNhajL7OSam7Mli7cAstW9Zm4dwNxC/Kx5zmRvhl8OUeoxCRU4iICEP6/WCz\nIzWBJg2kN4ApJpy1q/fizXZjznFx6309iLBpfP7iD0wZM5c929LoOaAjacmZXH7LRSA07h81iJmf\nzmXnxn189sJkWl7UmEZt66pEVQFg/uRFbFi05bjJarvLWoUgopJRiaqinJsq+4tOoVLcFawuOep7\nHWhUtJ1IafzRdAK2FP1346Kvm45qsxGIEUJUlVKmF7XbcEQgUnqFENsP6+N0+zontezcgHqdGzJ/\n5mo0JJY8P9JhxzAMhMuLhhZ83O8PILx+RHZB8HuzmajEaPaHW7FvdGPfl4UlMoxNq3ZzZd82FOY5\nuevFvsRWj+a37xaSvHU/r3z/CM/f+BEFuU5adm1KvZZ1uGF4Hxq2SQr1bSh1a//aSNOODdVylyVw\nx6vHTF9XlNO2a/1e3rlrLK/+/DSRMeoXBiUEVLJaIsVNVkeWSRQnUfSy07XAkKJdB6tT5xzVNPuw\n4+lFX49uc7BdlcPank5f56QJ05ayYNVOpN1KwC8xwqwIjx+RUwiRYeAPABJcHqTdCppAuNzgdOPa\n46dhwxrkhllwuXz4M7MJ5OTT+uImPPvVvSz5dTU/fToPA8F191zKVy9MonmHurjyXbTt0YJvXv+R\nyKqRh0ZUvW4fQzs+S3yNaEbNeDq0N+YMZKZk8Vi3kbw+cwRte7QMdTilLmNfFo90fZGXpgynXsva\noQ6n1L004F06X92eHjdfFOpQKp387AL8Xj9/TV3CVUN7huRpSXh0GA3Or4vFZi73ayuKUnLFSlal\nlOWarAohkoDxwDQp5Zflee2TEULcDdwNULv22fcP8kEmXcPwGgiXHyPCipaRH3yEYTGDAAwDIQTS\nrIPDEpy3WiUS8grwGSY8BS7y92fzwNs30/Omzmi6hsmsM3XcPNYt3EK7ro248bGrCPj8THxrOo4q\nkdRvUYe5Exby6/8WULN+tUOxeN1e6jSuSUKduJDdj9IQWyOGr7Z8SELd+HK5ns/rZ+G0pVzUt0O5\n1GWNjA3n8tsuoWqts7NkV/3WSVStVWbFUM5av3+3kHfuHMPT3zzIF89+R49bLsYeZiv3OOJqxvDQ\nx3eW+3UVBYBKUO9UCNEUGE3wiXYO8CkwUkp5oqmeCCEswKtAR6AdYJOydMsPVNi6M0KIGGAmsBsY\ndNihg6OeUUedUuWo49nHaXOwXfZRbU/V1xGklP+VUraTUrarWrXqCT9DZSWl5OcflxOpm7ns/CSk\nz0fAYgK7FaQBdgsS8MeFI60WBBIK3ZBTQJwuadaxAdJuJy3fhyncTsM2SUgpcea7kFJCVDhhTWrj\ndftwRNhpfUkzajZOpFv/Dlx0bTviE2O58vZL6Dag06GYnh/wAXE1qjB01MByvRe5Gfml3md5JaoQ\nfOw56rZPSN1xoFyuZ7FZuPnZvmftnMxBI/rSqmvTUIdR6XTofT4v/jCcC6/rwJSML45JVL95ZQrL\nZq8OUXSKogAIIaoAcwhOVrgGeIng+0mnGqh0AHcCTuDvsoitQiarRbVQfwYswFVSSudhhw/OL218\n1GmNgazD5phuOrpNUfZf77A+Trevc8orH85k0m+ryczIZ9vaPZj8foTbi7OWA4kAXwBDgPAV/aKl\n62geL5o/gFmTbF+3Fy03D/IKCGgmHu7zLiOuf59bmwxj5pd/cGHn+nh3p3L3mzcTXS34e4LVZsFk\nCQ70t7iwMQOfuPqImO4dNZB+D5a8DuqSmSt5646xxTpn+5rdDEh6gB8/mVXi64Zag/PrMuXAOBIb\nJIQ6lDIT8B/7C7/f5+f37xYe95hS/sIiHbS/vPUJj+/flUZOeun/YqgoFY4M4XZq9wB2oK+U8jcp\n5ViCieowIUTkCT+SlDlAjJSyFzD1tK5UTCVKVoUQDiHEQ0KIX4QQ64peWjr8eJQQYuDxivmfRt8m\ngrVcGwCXSymPqOItpdxB8GWr/oedoxV9P/OwpjOB9kKIOoftuxqwAr8Ws69zwoF92TzQdzSXtK3P\n4w/2YuO8tRxw+fCbTRiGH0+MCekwIwyJkBLhNxA+P9LrxbBbEWadA2kFmB1WmnU8D01CRLQdwqzE\n169On6E9Gf/mT9RqWgt7fCzvPzmRiZ/MBeCuV2+gRZdGh1YYyknPOyK2BucnndGIpMliwh5uLdY5\nSc1q0e7SZlgslXt+mz28/B+3loed6/Yy+sHP6Z9wN4ZhHHFs94ZkRg3+iOStqSGKTimO4Z/eQ49B\nF4Y6DEUpexU7Wb0CmCWlPPwf4AkEE9iuJ/1Yxa2DWkzFfcEKIURrYBqQSHDmIhx7G/KAZ4FGQogD\nUsrfOX2fEFwI4GEg9qjVslZKKT0EC/h/I4TYBSwEBhNMbg9/Rvw98AwwRQjxHMFH/e8B4w/WWC1y\nOn2dE36esBihQesWtXGEWchxB7CHWynwBdBMOlWWZaJ5DYwIa3CVqoMjq3Yr2CwEDGhaPwabzcyB\nvVm079qI2565lkf6fsC2lTv5e1c6Utd587bR3PPqjbS7/Hz++8p0Bnd9ja/mj+Cp3qOwxETy9Jjb\nGVTvAQaOuI7Bz19fKp+tzaUtaHNpi2Kdo+sar057olSur5S+5b+tYcOizTzw4ZBjVtKq3yqJH7OP\nfdysKOeSwjwnu9fvpWmnkxXsUZRDGgNH5GtSyj1CCGfRsZ9CEhXFHFktShx/AWoBK4DhBBPTIxRl\n2J8RTGavPvr4KVxW9PUDYNFRW0JR/98RHK6+jeAoaUuC0wUOrTglpfQRrKe6F5gEfAT8QNGLUYe1\nO2Vf5wp3gZvVGRnc//EU7r3mA7as2UdGWh6G3w9AoEo40qIjNYGQEj2nIJiour2IHCeaIdm0ai8r\nF24lZWsKqxZsZsa3f+N3+0jekU5Sm/rUaFgTR3Qkc75fSvaBPKrEhFG7bvClqb7DerN7bw5SCNpf\n3ooNi7bwz8yVobwl5zy308OaPzeGOozjuv7R3oxZNoruN3U57nGVqCpnm9cGvc/0YkxLmvvNnzzV\n65UyjEgpLiFDtwFxQohlh213HxXe6VRRConijqw+SjBhnAv0Kiqg/zgQcZy2vwBvEXyj7LRJKZNO\ns904YNwp2iQTLHt1xn2dC+57/hrOu7AevjATGY5k9vxnHt4YB5rPj+4ykJrAsFvQ8l3BsjNCQ/r8\nYLEg84KJq24zYziDj2T9djvJe7K4dlBHXE4vZl1w9b2XYbGa+OqNn3h5yH/oc3tX7nz2GgC6Xdee\nbte1B+D5iY9yS9PHGDtiEh2vUEtShso/vwTn+v6QOhabSv4UJaSadGhIYqMap92+99AeXNj3gjKM\nSKlkMs6JFayAPgQf+T8hpTRO0XYz4APqlyQwpfwJIdg8bwt7tqWReH4tAhaBdW8uCPA7rBjhFnCY\nsBS4kQEDTDoIASYdaTEjY6OwFxSA4Wfk90/wwdOT2LtuN5vmrOTuUYN4//7PWL98Fy27NmXgsCu4\no9OLfPHqVFI27eW2kQOYO34hO9btpTCnkBFfP8DX69/BWeAi4A+oAvoh0vX6DrTo0ui0E9Ws/TnE\nVI8u46gU5dx03UNXFqu9ruvEVA/pgJhSuZxOFaWQKG6yWo/gcqWrTtVQSimFEHkc/4MrFdTS1Cwy\nU7JYlpIGMXas2T68MbZgUhqQYEikz4+wWYPJqseLll8Imobd48a5J5Xareuh6Rop6/eAEBg+P6Of\n+A5zRBhRVSOZ9tl8YuMjqdssEbfTS2RMOBuXbOOTERNocH4SNz1yJVuW7yBl+wHW/LmRHWv20HPQ\nhWxbtZNbXxhAlWrqR6okvG4vtzUdxiMf38EFpzlaLYQgtsaJ/7H7fcLfmC0mLup7AXmZ+dxU517C\noxz8b+towqIcpRW6oijK2aFi11k9XhWlWgRLUx290me5Km6yqgH+03nrSwSXJwkHCksSmFK+cnKd\nPPvC96RvSMFn0tF0M94IMxgSPd8dXAggYCB0HRxWMJsQGblgtYDNSpVwM9lZLuyJCexNLeSLD+bg\nqJPAeQ3jadYykeQd6ezbmUaNOnHs3p5BnSY1eOCNAfi9Bi27NATgy9WjMJl0YqtHM+Gt6az8fT1D\n3xzEZyPG89vXC/B5/dza6GGmpn+KyVzsdwPPeWarmf6P9qZeyzqnbnyatq7Yidlm5qK+FxAZG8GI\nbx9i/8407BFqyoCiKEolMxN4XAgRIaU8WEvuBsAFzA9dWMVPVvcB9YUQ8UeXlDqO9gTLRFXMtzOU\nI/j9BoUeHzoaRqEPf5gFS7oLU44LYTHjC9NASoTLi+GwoOW70QIGeHyga2Qn54HZjMlqoXmbOuzd\nncG9z19L+66NiCpag7sgx8ljvUdRo24cHz41Cc3l5LyWdQ4lq9US/y38cOPjV3Pj41ez9u+t3PbK\nTdRrlsiuDcm8d//nOPPcRMaenUXnj8ft9PDB/Z9z8zPXUfO86gCsmLuWxTNWcO87g0+7HyEE1z14\nRanGNvTNQUd83/X6Yk1RVxRFOXdU/BWsxgIPEayiNIrg0/QXgXcPL2clhNgGzJdS3nHYviuAMKB1\n0fcHS/kslVLuPtPAiltn9Y+ir7efRtsXCA54/1bMayghYLfo7N+XjctqwhCAlJjyPARiHHjiHWi5\nbjRDQpgFNC1Ys0zTIOAHl/vQEqyDR1yDBQOZlsnauat5a/h3TB//DwDvPvI12dkuti7cgOH1YQ+z\ncc+ogYx9cQqTP5jJfV2ePyauie/PZNa3C9FNOpGxESQ1TUQ3n1vzV6UhycsqwFdUgxbA4/SQn6Ue\nWoSCx+Vl1/q9oQ5DUUrNrC/ncVujh0IdhhJiUsps4FJAJ1imaiTBkp8vHNXUVNTmcGMI1sg/mMBO\nLtq6lUZsojh1XIUQzYDVBB/t95NSzhFCpALxUkq9qE014F3gJsADNJJS7imNYCuidu3ayWXLlpX/\nhS+5JPj1jz9KpbuM1Bxu7PsBwmdg2EwIw0BzGwTsOv5wC6ZCH1pGPoTbISDRs/LA50c36xiGBF1H\nerxgSIRJp3q8A6/LR3ahjybt6uM6kMHOrWnUqh/P7c/35aPHv+PxMUOIS4xl5JBxZO5N56pbL+TW\nEdce8Yg/EDAQgmPqaJ4t5k5cxOyv/2TUzxW3nusnj35Jx6vaFrtO7dlq+iez+HTEeKbnfBXqUBSl\nRH4cPZPV89fzwvfDAUjemsraBRu44o5LQxxZ5SeEWH6iN+5tNWrJpLuHlXdIh2weOeyEsVV0xcoA\npJTrgREES1XNEkIso+gFKiHEeCHEQmA3cGPRKQ+fzYlqZTd9wmKW/LmFrz+czcj7vyZKCKQ/AIaB\noWkYJoGeWYh1bw5S15ARDoQhwaQRqFYFHDZMugCvD82kUbdxdTSzhgT27y8gK7OArr2a07pDEn50\nBJCycR+6WadG3TjCImzMn7IEd04+tzzeh+RNKbw2+JMjYtR17axJVJfOWs39nZ4lEPi3kEatBtVp\nf1nLEEZ1as48F163N9RhVBiX39GdMUvfCHUYilJidVvWPuKXz8QGCSpRLS8VewWrCqvYb6lIKd8U\nQmQCbwNtDjt0A/+uaJUDPCKl/N+Zh6iUlW0bUzACBrXqxTPxu8W4/AZE2YMJqybwxtiw5hWCxYqv\nigVbZj6i0IvQNKRZRwqB1xOg0fl12LR8B7sKXAAIk47JooMGK5fs5I8Za9HNOgGvH3OYnfeGT8Dt\nDdDg/LpUq1OVC3q2IKlJTQj4ad654RExvnzThzTr3JC+D14eiltUqqrXjafTVW3Q9X+T74Zt6tKw\nTd1Su8b21bt4rNtIxq4YRfWkki9Pe7jhn91bKv2cLSxWMzUbJIQ6DEUpsVZdm9Gqa7NQh6Eop61E\nr1RLKT8TQkwE+gFdgBoE5y/sJ7hk6WQpZW6pRamUiWEjrwMgPTkTZ5gJszQjd6cjAgbemlUQXj+F\nzasRviYdc7oLbFZEgRdhyOC81jAb5OazddVOHnn3Vg4kZzLv13UYbg8ZuW6EIbFGhZNoN3P10Eup\nVrMKv3zxBzs27OPJ94Iv5kTGhOP3+Rk/ahoT3/mFL9e+dUSMbXs0J7Hh2ZEY1GqYwM3P9C3Ta9So\nX51bX7iemARVW1FRlOPbt20/0z+Zxd1v3qxqWJcjQYV/warCKnH9HyllAfBV0aZUYt6AQbjXj9Nl\noEWGI40Avng7lv1OLLvz0YRAd/uRZh0jzIZe4ET4BFbpxiMluqazeclWlszfRHxSPLv2pBFRLYaH\nXupHys50Lry8BQl1gkuqLpi8iAH396RK1Qj270qnelJV1izYxE/j5vLN5neJqXZkQfkr7+geiltS\nadnDbfR9uHeow1DOQclbUlg8YyX9HlE/fxVdbnoeGxdvxe+r2AuuLJ6xkpYXN8EerkrhnevOjsmA\nSokV5rsZct1oAkJD8/lAEwhfAPuOPEweA83lBwFajhM0ARYdaTYjPD68+W6wWAiLCWferHVk5fuo\nGm0lNjYM3740xj7xLZ+P+oUv3vjp0PWGf3oPfYb25JPh3/DOvZ/ywUNfIjSNSbs+OpSoblq2nS9e\n/D5Ut0RRlBLYsXYPv34xj+K8tKscX/aBHFyF7jLrv2mnhny48BWsdkuZXeNMFeY5GdnvbZbNXl2q\n/e5ct4fC3BBWUlFzVkvkjJJVIUQzIcRgIcTjRdvgoooBSiXx1X/m4YiyI4RAK3AjAgZoGprbh/Qb\nGDpIw0D4/ZiSs9AKPQBIJJh1hJD4vAF8bh+NWtTknz+3kbwnC6fLS9aBHPB4qF0/npy0PJK3ph66\n7hs/PUGnq9qQsv0Ai2asPOIlqqz9uWxdteu48e7flc7oh77Ae1gZJ6V8LJu9mvzsglLpKzcjj8Jc\nZ6n0pVQMF/fryLjVbxNcD0Y5E09d/gpfPjsh1GGEVFikgwn7/sNFfTuUar9P9XqF6Z/MLtU+T1tR\nndVQbZVZiaYBCCGuAl4DjpuYCiHWA89KKaefQWxKOQizW4gIs5Jc4MIU5cBv1UA3Y2CA1YLmMxDe\nfITVinB7wOlG2qxgMSOFAJOOt9DNkOf78vsPS/HkFiDCHAiblYRwjf3788lNz2XQ+SOIirQyfuM7\nQNHj6vt70ff+XsfE1PmqNnS+qs0x+wEKsgvZvmoXPo8Pi9Vcqvdi0c/LSagbT1KzWqXa7/HMn7yI\nvMwC+tzTs8yvVRoCAYOXBrzLAx/czmWDLznj/l4d+AGxCVV48qsHTtrO6/Yy9rH/ceOT1xJfO+6M\nr6solcGIbx8mMi4y1GGEXGRM6S/+MnrRq0THqyW7K5tij6wKIZ4HpgHNCc4XDgBpRVugaF9zYKoQ\n4sVSi1QpdasXb2PK1wvR3W60gMTQBb44B94oM97qDjSXD9OeDHSPD5DIqDCkAEMaGFWjIMJKIDaC\n6+/rwYLF29nkCVCncQ0GPtCDmrE2XHlOTARo3uE8bFYTkdFhPNZ9JGv//HdRs+I+Mjzv/CTeXzCS\nsMjSX3d+wpvT+OvHpaXe7/Hs35XGvsNGms+Ex+Vl05Jtp91++5rdLP511RH79m5JYXDjRziwO/24\n5+i6xne7x9Dz1q5nFOtBj4y5iyGv3nTKdj6Pn60rdpKTfnrva8799k8e6DjiTMNTlHL3+/g/mTFu\nDgB1mtaiikqoykR87apYbCGc/qCmAZRIsUZWhRCXE1x6C2AB8Arwp5TSU3TcAlxMsBbrJcBzQohF\nUspZpRWwUno2rdxDVFwYqR4/Wl4h/ioOzDleTJmFGHYrmsuLiI7A8AcQXh/SH0AXAiPcDh4vWmY+\nUgomjZ3Hva9dT1yYibT1KUx6fyZDXxnAlYMvxuv2krU/ly6XNWX1/I00bducyLgIAH76dB5TPp7N\nFytfD/GdCHp//sgye4QppTyi7xsev6bU+n7t5tEsmbGCaTlfntZo8/wfFrNxyXY6XN760L6YatFc\nOvBCoor+bI4Xd1hU6f2CUKN+9dNqFxblwB7pYMZn82jYtv4p29drWYfuAy880/DOSkf/DCoVy/5d\n6Tjz1NSYs14lTxpDpbgjqweXXpgMdJNSzjmYqAJIKb1SyjkEl+uaTHCUNXTLNSgnVZiaSWpKNlE1\nwwhYzcHC/7ogEGXDVOACk07AouOsbUGadKTDgtR0RIEbLdeJ4TcQuo5f0/nouR/5e/IytqzYSf3m\niXw87H/4fQFW/bGBIc0eo/tNXchJyyUyLpI6TRIBaNejObc9d91px7tu0VZm/m/BSduk78ti9V+b\nS3Q/yuof8rQ9GVwTeydblu84ZdstK3ZwS8OHyU47/cpv9VsnMeTVG097WsSQkQN4a+bTR+wLi3Jw\n6/PXYwv7963biW9N4542oV1ZK3lLCtmpmfS85aLTal+3RW36PnRlGUdV+Xz72hTu76BGnCuygSP6\ncucbN4c6DEWpkIqbrLYj+HvBMHmS57dFxx4r+rZ9CWNTypBhSPo/ciURzaqxw3CR0jMSf8BNwAyG\nSRRNBJe4owPsuc6BN0rH5PQiAwGE243ZMKhRMxLhdiO8XjAMkJKbHu9D6t4sGl7QEKvdQvterajd\nNJFZXy4goko4i2au4utXpwKQkFSVrn0vOO2Yt6zcyeJf15y0zZwJ/zB6+PgzujelLbZGFe4eNZDa\njWucsm18rTh63dqV8Oiw0+7/1uf60X9YnzMJ8bg6X92eW57vX+r9FkdYlIMWFzahbvPaIY2jMvG4\nvPyfvfMOj6Lq4vA723fTO0mAhNB7C12RIr1aAEFEpImigoCg0kQRED+KIMVGVVBBUBEEFOm9S+8k\nhARSSM/2me+PKBrSdkMaOO/z7JNk55Yzk03mzL3n/M6GBb9mqTr22FON6T/xmRK0SkZGBuQEq4Ii\nOBMzKAhCGmCWJMnHwfYJgEaSJLd8Gz+khIeHS0ePHi3+iVu1yvy6c2eBurftPw99hh3T7TTsGhUm\nLwmlWYHoqkGTaEUTk4ZClMBsIaOSB+o0CXVsKoLRjDXYgEWrxuW2meHjOrJo7NeUrxKIp6eeWVsn\nsHjSD/z67QF+OPcRGo2KpLgUdAYNn4xcQbkqgbTo1pCQ6sGcPXgZY6qR8Hb/lBud++pXNOvagKad\n6xfovERRxGKyoTP8E5OUkpDKznWH6Dq0TbGWbk2OT822rS4jU9REnI/ijWYT+fTQdAQB1s3eyGuf\nDkalLrCstoyMjIMIgnBMkqTwnI7pA8tJYQNLbrP53MzRudpW2nH2zn0NcP0rNjVPBEHQAq5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MUGFguIIljt1HusMhaNFq1BQ40MEVVUGqd3nSPidAQ372Sg0aoJDPHFv7wvAKPbfMCaWRvp9FIr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      "text/plain": [
       "<Figure size 749.218x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/malte.luecken/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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1wpAhSZI6YciQJEmd2HqxG6D7WnXxNYvdBEmSRmZPhiRJ6oQhQ5IkdcKQIUmS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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nk9wCvD/J6TQtB9snWdbX+rAC2Dh6O2dbbscxNr2iXTbeflcBqwBWrlxZA34M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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#p1, ax = plt.subplots()\n",
    "ax = sc.pl.scatter(adata, 'n_counts', 'n_genes', color='mt_frac', show=False, legend_fontweight=50)\n",
    "ax.set_title('Fraction mitochondrial counts', fontsize=lab_size)\n",
    "ax.set_xlabel(\"Count depth\",fontsize=lab_size)\n",
    "ax.set_ylabel(\"Number of genes\",fontsize=lab_size)\n",
    "ax.tick_params(labelsize=tick_size)\n",
    "ax.axhline(700, 0,1, color='red')\n",
    "ax.axvline(1500, 0,1, color='red')\n",
    "fig = plt.gcf()\n",
    "cbar_ax = fig.axes[-1]\n",
    "cbar_ax.tick_params(labelsize=tick_size)\n",
    "f1 = ax.get_figure()\n",
    "f1.savefig('../figures/scatter_qc_gene_count_mtfrac.pdf')\n",
    "plt.show()\n",
    "\n",
    "p2 = sb.distplot(adata.obs['n_counts'], kde=False)\n",
    "p2.set_xlabel(\"Count depth\",fontsize=lab_size)\n",
    "p2.set_ylabel(\"Frequency\",fontsize=lab_size)\n",
    "p2.tick_params(labelsize=tick_size)\n",
    "f2 = p2.get_figure()\n",
    "f2.savefig('../figures/hist_qc_count_depth.pdf')\n",
    "plt.show()\n",
    "\n",
    "p3 = sb.distplot(adata.obs['n_genes'], kde=False)\n",
    "p3.set_xlabel(\"Number of genes\",fontsize=lab_size)\n",
    "p3.set_ylabel(\"Frequency\",fontsize=lab_size)\n",
    "p3.tick_params(labelsize=tick_size)\n",
    "p3.axvline(700, 0,1, color='red')\n",
    "f3 = p3.get_figure()\n",
    "f3.savefig('../figures/hist_qc_num_genes.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/malte.luecken/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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x3BWQujj1vJ8tdxUkacWz5UGSJHUyMeEhyR5JNiWpJDv2LE+Slyf5eZJrk3wh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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p4 = sb.distplot(adata.obs['n_counts'][adata.obs['n_counts']<4000], kde=False, bins=60)\n",
    "p4.set_xlabel(\"Count depth\",fontsize=lab_size)\n",
    "p4.set_ylabel(\"Frequency\",fontsize=lab_size)\n",
    "p4.tick_params(labelsize=tick_size)\n",
    "p4.axvline(1500, 0,1, color='red')\n",
    "f4 = p4.get_figure()\n",
    "f4.savefig('../figures/hist_qc_count_depth_zoom.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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q8KOP5v3rrptH4uy/f+786gyvUu9iEGkwBhEpTzn/2GNwySV5FM6NN+a1cQYO\nzGFk331hn31y51dbS6TmZhBpMAYR6c3mzs3r4Nx0U+70evfdef8GG8Aee+ROr3vvbWuJ1IyaIohE\nxC7deZOU0g3deV1JBhFp2Z59Fi68MPcvueUWmDMnt5bstFPu9LrffrD22qWrlNQZzRJElgBdbUJx\n+K7UByxcmEffXHFFDicPPZT3r79+nkTtgAPydqWVChYpqV3NFES6LKXU1ankizOISN2XEkyfnm/f\nXH99fsyenYcD7703vPOduW+JrSVS42iKILLMk0WsDGwLfBHYDDg4pXRjj71BHRlEpJ6zYEHuV3L5\n5fCXv8DMmXn/NtvkfiVTpuQOr4MGla1T6st6RRD570kjAjgf2AXYOqU0o8ffpMYMIlJtpAT3359v\n31x4Idx2GyxenOctOeIIOOqoPH9Jv6ZrR5WaW68KIgARsRHwAHBGSun9NXmTGjKISPXxwgtwzTVw\nwQVw/vkwfz6MHZtv4Rx6KOy1FwweXLpKqffrdUEEICJeBl5JKa1VszfpYRExBZgyYcKEDz788MOl\ny5H6lNmzc7+SCy/Mt3Feeim3jGy/Pey5Z76Ns+22Tj0v1UKvCyIRMRCYSx4103T/n7FFRCpr4cI8\nu+u11+btHXfk2zpjxiydSG2ffWDkyNKVSr1DqSBSy/9XHAgMBJ6o4XtI6qUGDlwaNgBefjlPOf/X\nv8Lf/pbXxRk0KIeSQw/Nc5aMGlW2Zkld16NBJCIGAWsBh5BHziTg0p58D0l904gRcNhh+bFkCdx6\nK/z5z/CnP+X+JQMGwM4750By0EF5/hJJja+r84gs7sq5gSeBbVNKT3W1sNK8NSM1hyVLYNq0vBbO\nhRfmETkA48fD7rvDMcfADjtA//4lq5QaX1P0EenChGavAn8FvpBSerI7hZVmEJGa08yZcM45ed6S\na67J086PHJlbSlpmdx0zpnSVUuNpliCy6zIOWQTMAh5KKS1ansJKM4hIzW/OnLxy8GWXwcUX51E4\n/fvnkTfbbgu77gq77QYrr1y6Uqm8pggifYlBROpdFi2Cf/4zDw++8kq46y547TWIyIv0HXhgnuF1\nwoS8T+prDCINxiAi9W6vv55v31x7bZ5I7b778v711str4ey1V24tcTI19RVNG0QiYh1gbOXL51JK\nM5e7qgZgEJH6lkceya0lF1+c+5a8/joMG5anm99nH3jPe/KMr1Jv1VRBJCJWA74AvAsY3erpF4E/\nAN9KKT293BUWYhCR+q558+CGG/J8JVdeCQ8+mG/XTJq0dHjwFlt4C0e9S9MEkYjYkbyg3SjyEN22\nJHIgOTCl9PflqrAQg4ikFv9oW/kSAAAgAElEQVT619KJ1G69Ne9be2045JA8Emf77V05WM2vKYJI\nRIwlL2Q3EpgD/By4kqWzp64J7Al8CBgBvARsklJ6rgdrrguDiKS2PPdcnrPk/PNz/5LXXoOhQ2Gb\nbXIwOfxwb+GoOTVLEPkW8FlgOvD29uYIiYjVgauAjYBvp5T+twdqrSuDiKRlmTULrr8errsu38K5\n//48PHibbWD//fNCfW99q5OpqTk0SxC5D5gI7JJSunkZx+4I3Ajcn1LabLmqLMAgIqmr7r03Tzl/\n6aV5kT6AtdaCo47KLSVbbJFXE5YaUbMEkbnAkpRSp6b/iYhXAFJKK3WvvHIMIpKWx/PPw+WXw1ln\nwVVXweLFsO66eYG+o46CzTe3s6saS6kgUo9s7j81SX3OmDE5cFx2GTz9NPzsZ3mytB/8AN7yFtho\nI/jEJ5aGFKmv6moQeRQYFhHbLevAiNgeGFZ5jST1WWPGwIc/DFdckUPJaaflUTe//jW8/e35z8cd\nBzfeaChR39PVIHIpuYVjakS0u2xUZXTNVPIw3r91vzxJ6l1Gj4aPfSy3hDz7bF6gb5tt4OyzYZdd\nYI018uRpf/5znpZe6u262kdkVfLw3eHkxe1+BlwNtIyeWRPYgzx8dzTwMjAxpfRsD9ZcF/YRkVRP\nc+fCBRfkmV2vugpeeCGHlne8I8/sOmUKrLhi6SrVmzVFZ1X47wq855HnCWnvxUEOIQemlG5YrgoL\nMYhIKmXx4jx52p/+lLezZuXp5v/f/4Ojj4bttrOjq3pe03RWTSldD2wB/ILcKhKtHi0tJZs3awiR\npJL6988tIGedlVtGrr8eDj4YzjwTdtgB1lwTPvUpeOih0pVKy68nFr1blzcuejdjuatqALaISGo0\nc+bkWV3POw8uuST3Idlww7xK8OGHw667Onmauq9pbs30FQYRSY3s6adzi8lNN+XROAsWwGqrwZFH\n5mHB48eXrlDNpmGDSEQMAIYCpJTmdOqkES0Tns1LKTXlYDSDiKRmMW9ebiH5/e9zn5LFi/NInIMP\nzo8JE0pXqGbQyH1Ezib3+zijC+c9vRuvkSR1w7Bh+dbMBRfAf/4DX/1qvm3z+c/DBhvA7rvn4cEL\nFpSuVHqzDltEImJT4F5gNrBuSunlTp00YiTwCLASefjuwz1Qa13ZIiKp2c2YAX/8I0ydCjNn5sBy\n0EFwzDE5nDjyRtUatUXkPZXtTzsbQgBSSrOAH1fOf1Q3aysiIqZExNTZs2eXLkWSlsu668IXvwiP\nPJJv2RxxRL6Fs+eeeTbXE07Is7naVVAlLSuI7EyeK+Sv3Tj3uZXt5G68tpiU0kUppeOGDx9euhRJ\n6hH9+sG+++Yp5Z98Mg8D3nLLvP7NLrvAxhvDN76R5yuR6m1ZQWRDYAlwZzfOfU/ltRt347WSpBoY\nMiRPinbRRfDii/Cb38C4cbnlZO218/Tz99xTukr1JcsKIiOAl1M3xvimlJaQZ1e1aUGSGtCwYbm/\nyPXXw+235/4jv/xlXh14n33g2mu9baPaW1YQmU/ucNpdKwKvLsfrJUl1sPXW8NvfwmOPwde+Bnfe\nmTu0brUVnHxyXqBPqoVlBZHngIERsX5XT1x5zaDKOSRJTaDlNs2MGbkPyZAhcMop+bbNe9+b179x\nGLB60rKCyD8q24O7ce5DKttbu/FaSVJBQ4fChz8Mt9yS+4wcfXSeWv5d74IxY+Dd74Yrr8yTp0nL\nY1lB5GLyQnafjYjVOnvSiFgd+Ax5xM3F3S9PklTaZpvlviMvvQSXX55DyN/+BnvtlaeV/+IX4eGm\nmy1KjWJZQeSvwMPAaODyztyiiYgJwGXAKsC/gb8sb5GSpPIGDMjh4xe/yGvdnH02bL89fPObSxff\nmzoVnniidKVqJh0GkcrIl/cCrwObAvdExC8iYt+IGBcRgyqPcZV9U4G7gM2A14BjujPiRpLU2IYM\nyROkXXBBnrX15JPz9kMfyv1JDjgAbrgBliwpXakaXadW342IKcDvgJXJt1s6PByYC/y/lNIFy11h\nIU7xLkldkxLcey/8+c/w05/mCdLWWCOHko9/HCZOLF2hOtKoU7wDebZRYBL5Nksih422HqlyzFub\nOYRIkrouArbYAk49FR5/PM/gut12uX/JJpvArrvC736XF+STWnSqReQNL4gYC+xGvlUzurL7ReBf\nwLUppV4xXNcWEUnqGc88k2dw/eUv87DgMWPg/e+H446D9dYrXZ1alGoR6XIQ6SsMIpLUs5YsgYsv\nzh1aL7ss79trL3jf++DAA2HgwLL19XUNfWtGkqTl1a8fvPOdOYzMnJlX/733Xjj88LxS8De+AS+8\nULpK1ZtBRJJUd2usAd/+dr5Vc9FFsNFGeT6SDTeEz30O/vWv0hWqXgwikqRiBgyA/feHq6+GO+6A\nnXeG738/T6K2++55QT71bgYRSVJD2GqrPC/J00/n9W0eeAAmT84jby680JWAeyuDiCSpoayyCnz5\ny3na+O9/P6/8e8ABsOeeudVEvYtBRJLUkFZcET71KXjwQfjOd+Duu2HSJDjySHjoodLVqacYRCRJ\nDW3QIPif/8ktJB/7WO7cuskmcOyx8OKLpavT8jKISJKawsiR8OMfw7//DR/9KJxxBmy+OXztay60\n18wMIpKkpjJuHPzoR/CPf+SZWb/0JVhnHTj+eHjlldLVqasMIpKkpjRpEtx0U24hOfro3FoycSJc\ncknpytQVBhFJUlNbf/28ls3VV+fbN/vvDwcdBI89VroydYZBRJLUK+y2G9x6K3z1q3DFFbl15MQT\nnTa+0RlEJEm9xtChcNJJeYr4vfaCr389r2Pzwx/CwoWlq1NbDCKSpF5n/Hg477w898gOO+T5SDbb\nDM4+2xlaG41BRJLUa22xBVx2GZx/fl7X5sgjc0vJ88+XrkwtDCKSpF4tIk8Rf889+RbNDTfk2zWf\n+YyBpBEYRCRJfUL//vDJT+b5R/bdF7773Tzi5tRTYfHi0tX1XQYRSVKfstVW8Je/5A6tu++eF9jb\nYgu49trSlfVNBhFJUp+0ySa5Q+vZZ8PcuTmUHHssPP546cr6FoOIJKnPioAjjsitIyecAKefnkfc\nTJkCjz5aurq+wSAiSerzVlwRvve9vMLvZz8L11wDb3sbXHxx6cp6P4OIJEkV668P3/wmTJsGY8fm\nlpH3vc/RNbVkEJEkqZWJE+GOO/Ltmt/9DnbeGZ57rnRVvZNBRJKkNqywQr5dc/HF8NBDuTPr7Nml\nq+p9DCKtRMSUiJg6279tkiRgn33gwgvhgQfg0EPhpZdKV9S7GERaSSldlFI6bvjw4aVLkSQ1iP33\nh9NOy3ON7LAD3Hxz6Yp6D4OIJEmd8JGP5NE0L76Y+4z86EelK+odDCKSJHXSLrvk+UX23x+OPx7e\n+177jSwvg4gkSV0wbBicey6ceCKcdRZsthncdFPpqpqXQUSSpC4aMCAvlnfddTBwYB5Rc+aZpatq\nTgYRSZK6aeed8+RnO+0EH/hAbilR1xhEJElaDqNGwQUXwJZb5uG9TgvfNQYRSZKW00orwVVX5f4i\n73433HVX6Yqah0FEkqQeMGIEXHQRDB0Ke+4JzzxTuqLmYBCRJKmHrLMOXHEFzJsHxx0HKZWuqPEZ\nRCRJ6kFbbAFf+1puHfn970tX0/gMIpIk9bDjj4fttssjae69t3Q1jc0gIklSD+vfH/7wBxg8GA44\nAObPL11R4zKISJJUA+uuC+efDzNmwDe/WbqaxmUQkSSpRnbbLQ/n/da34P77S1fTmAwikiTV0He+\nk+cZOfBAmDOndDWNxyAiSVINrbYanHMO/PvfcPLJpatpPAYRSZJqbPJkOPZY+NGP4L77SlfTWAwi\nkiTVwde/nmdd/cIXSlfSWAwikiTVwSqrwAkn5EXxbBVZyiAiSVKdfOITuVXkc59z+vcWBhFJkupk\nlVXg//4PLr0Ufv3r0tU0BoOIJEl1dMIJeT2an/+8dCWNwSAiSVIdRcBBB8Htt8Ozz5auprwBpQto\nWA8+mMdbSZLUwz47DyYD87cB1i1cTGG2iEiSVGfDhsHo0fDU03ZatUWkPRttBNddV7oKSVIvdf+f\n4F3vgstPhL32Kl0N+Z5RAbaISJJUwJQpsOaacNRRsHhx6WrKMYhIklTA0KHwxS/C88/nSc76KoOI\nJEmFfOADsMYacPzxsGhR6WrKMIhIklTIoEHwpS/BzJlw002lqynDICJJUkGHHQYDBvTd2zMGEUmS\nCho9OndcPeMMePXV0tXUn0FEkqTCPvEJePFFOPvs0pXUn0FEkqTCJk+GDTeEH/2o701wZhCRJKmw\niNwqctddcMMNpaupL4OIJEkN4AMfyP1FfvjD0pXUl0FEkqQGMGQIHHccXHABPPpo6WrqxyAiSVKD\n+OhH822a004rXUn9GEQkSWoQa64Jhx4Kv/oVzJ1bupr6MIhIktRAjj8eZs+GM88sXUl9GEQkSWog\n220Hb3tbHsq7ZEnpamrPICJJUgOJyK0iDz0E111XupraM4hIktRgDjooj6I544zSldSeQUSSpAYz\ndCi8//3w+9/D9Omlq6ktg4gkSQ3opJNg8GA45ZTSldSWQUSSpAY0diy8731w7rkwa1bpamrHICJJ\nUoN63/vgtdd696q8BhFJkhrU1lvDFlvAb35TupLaMYhIktSgInKryG23wYMPlq6mNgwikiQ1sMmT\n8/bee4uWUTMGEUmSGtg66+Tt44+XraNWDCKSJDWwESNg2DB47LHSldSGQUSSpAYWAWuvbRCRJEmF\nrL22t2YkSVIha61li4gkSSpk7bXh2Wfz5Ga9Ta8PIhFxfUTcHRH3RMQ5EbFy6ZokSeqKtdfO2yee\nKFtHLfT6IAK8M6X0lpTSFsBjwGdLFyRJUlestVbe9sbbMw0ZRCJiQkT8otKKsTgirmvnuE0i4uqI\nmB8RT0XEKRHRv/qYlNLsyrH9gGFAqvkFSJLUg1paRHpjEBlQuoB2bArsB/wDGNjWARExErgKuB84\nAFgf+C45XH2p1bF/A94G/Av4n5pVLUlSDay5Zt72xiDSkC0iwEUppbVSSoeRw0NbPgwMAQ5OKV2Z\nUvo58FXg0637gaSU9gPGAf8EPlrDuiVJ6nGDB8Pw4fDCC6Ur6XkNGURSSks6cdi+wOUppTlV+84m\nh5Nd2zjnYuBM4OgeKVKSpDoaPhxmzy5dRc9ryCDSSRsD06t3pJQeA+ZXniMiRkbEqlWHHALc194J\nI+K4iJgWEdOef/75GpQsSVL3rLwyzJmz7OOaTTMHkZHAy23sn1V5ruWYiyudXu8FNgOOb++EKaWp\nKaVJKaVJY8aM6fGCJUnqrpVX7p0tIo3aWbVHpJQeIXdSlSSpqY0bB/ffX7qKntfMLSKzgOFt7B9Z\neU6SpF5j/fVhxgxYuLB0JT2rmYPIdCp9QVpExFrAUFr1HZEkqdmtv36e4v2550pX0rOaOYhcCuwd\nEStV7TsCeBW4vkxJkiTVRkvXxd42lqIh+4hExFDyhGYAawArR8Shla//llKaD/wc+CRwbkR8C1gP\nOBn4XqshvZIkNT2DSH2NBf7Sal/L1+sCj6aUZkXEHsBpwEXkETTfJ4cRSZJ6FYNIHaWUHgWiE8fd\nD+xe84IkSSps7Ni8tY+IJEmqu5EjYeBAePbZ0pX0LINIKxExJSKmzu6Ns8ZIkppWBKy6KjzzTOlK\nepZBpJWU0kUppeOGD29rihJJksoZN84WEUmSVMi4cXDLLaWr6FkGEUmSmsSgQbBoEaRUupKeYxCR\nJKlJ7LgjzJ0LL7e15GuTMohIktQk1l47b2fOLFtHTzKISJLUJNZZJ28NIpIkqe4MIpIkqZgxY2DA\ngN41l4hBRJKkJhEBo0fDCy+UrqTnGEQkSWoiq6zSu9abMYi04hTvkqRGttpqvWt2VYNIK07xLklq\nZKNGwUsvla6i5xhEJElqIqNHw4svlq6i5xhEJElqIquvnoPI/PmlK+kZBhFJkprIuHF521taRQwi\nkiQ1kREj8ra3rDdjEJEkqYkYRCRJUjEGEUmSVIxBRJIkFTNqFEyaBCuuWLqSnjGgdAGSJKnzRo2C\n224rXUXPsUVEkiQVYxBpxbVmJEmqH4NIK641I0lS/RhEJElSMQYRSZJUjEFEkiQVYxCRJEnFGEQk\nSVIxBhFJklSMQUSSJBVjEJEkScUYRCRJUjEGEUmSVIxBRJIkFWMQkSRJxRhEWnH1XUmS6scg0oqr\n70qSVD8GEUmSVEyklErX0JAi4nlgZg+echXghR48XzPoa9fc164XvOa+wmvu/VYBhqWUxtT7jQ0i\ndRIR01JKk0rXUU997Zr72vWC19xXeM29X8nr9daMJEkqxiAiSZKKMYjUz9TSBRTQ1665r10veM19\nhdfc+xW7XvuISJKkYmwRkSRJxRhEJElSMQaRGoqITSLi6oiYHxFPRcQpEdG/dF3LEhGHRcSFEfFk\nRMyNiNsj4sg2jvtgRDwcEQsqx+zRxjFrRMR5EfFKRLwQEadFxNDunKteKjXPjYgUEStW7Y+I+GJE\nPB4Rr0bEDRGxZRuvX+bn3tlz1VJEDIiI/61831+LiCci4vvdqbOJrvldEXFH5fN9MiJ+GxGrd6fO\nRrzmiJgQEb+IiHsiYnFEXNfGMXW/vs6cqxbXGxGrRcS3I+Luymf+eESc2fozrxzbYz+rOnuuWlxz\nG8d/P/LPsu+08VxjfMYpJR81eAAjgaeAq4C3Ax8G5gGnlq6tE7XfAvwBOBzYHfgOkIBPVB1zJLAY\n+DKwG/Bb4FVgs6pjBgL3AXcA7wDeAzwLnNXq/ZZ5rjpf/x+AZyrXvGLV/i9U6vo4sCfwN/KER+O6\n+rl35lx1uM6zKrV+CNgVOAr4elfrbJZrBt5Z+UxPA/aoXO+jwJ1Av95wzcABwOPAX4AHgOvaOKau\n19fZc9XieoH9gX8D/0v+2fIuYHrlc6/+t91jP6s6e65afsZVx24CzAFmA99p9VzDfMY1/8ffVx+V\nD28WsHLVvs8B86v3NeIDWKWNfX8AZlR9/SBwetXX/YB7q/+xVf2jXbdq3+HAEmCDrpyrjte+C/AS\n8BmqgggwuPKP+aSqY4cBz1f/Y+vM597Zc9X4OvcBFgKbdHBMb7vms4HbW+1rCScTe8M188ZAdQ5v\n/sVc9+vrzLlqeL0jgAGt9m1Y+czfW7Wvx35WdfZctbrmVsdeDfwfOXi1DiIN8xl7a6Z29gUuTynN\nqdp3NjCE/L/PhpVSamta4zuB1QEiYj3yP+Y/V71mCTmh71v1mn2B21JKM6r2nQ+8Tv5F2JVz1Vyl\nGfHHwCm8eWrnHYCVeWOd84CLePM1L+tz7+y5aun9wDUppfs7OKa3XfNA8g/Vai9XtlHZNvU1V/7t\ndKTE9dXsZ+Gyrjel9HJKaVGrfQ+Rf0FW357pyZ9VyzzX8ujEZ0yl3kOBjYFvtnNIw3zGBpHa2Zjc\nBPhfKaXHyP8ANi5S0fLZHnio8ueW+qe3OuYBYFREjKk6rvX34HXgP1Xn6Oy56uHDwArAT9p4bmPy\n/3IebrX/Ad74eXbmc+/suWppW+Chyr3rOZX7uue2unfe2675dGDniDg6IlaOiA2BU3ljIOtt19xa\nietrqJ+FEbEFMJSlP8+gZ39WdeZcNRURQ4DvAv9bCQ5taZjP2CBSOyNZ+r+tarMqzzWNSmesA8l/\nsWFp/a2vb1ar5zvzPejsuWoqIkaTmzA/nVJa2MYhI4G5KaXFrfbPAoZGxKCq4zpzzZ05Vy2NA44B\ntiTfN38f8FbgvIhoaR3oVdecUrqEfM1TyS0jDwL9gUOqDutV19yGEtfXMD8LI6If8EPyL9YLq57q\nyZ9VjXC9XwCeJvcDa0/DfMYDlnWA+raIGE/uH3JBSumMosXU1teAf6SU/la6kDqJyuOAlNKLABHx\nNHA9uYPy1QVrq4mI2A34OfkX0aXAqsDJ5PC1Zxs/bNX7fIPcurtrO//haHoRsS65j9tuqdJZo9HZ\nIlI7s4DhbewfydIE3dAiYhT5B/ZMcs/vFi31t76+ka2e78z3oLPnqpmI2JTcZ+KUiBgRESPITbcA\nwyvNnLOAFdsYjjYSmF9pem2ptzPX3Jlz1dIs4N6WEFJxE/k+9iZVx/Sma/4ucGFK6fMppetSSn8i\nt/RNJo9E6EqdzXLNrZW4vob4WRgRHwU+S+6kemurp3vyZ1Xp6/0m+ef2g1U/z/oBK1S+bmnxbJjP\n2CBSO9NpdW8sItYi/4JrfY+x4VTGvF8MDAL2TynNr3q6pf7W9/42Bl5KKT1fdVzr78EgYL2qc3T2\nXLW0Abkj4y3kfzSzWNpP5AlyB9bp5Gb8CW3UWf15duZz7+y5aukBlnbQrBbk3v3Q+655Y+Cu6h0p\npQfJQxPXr+zqbdfcWonrK/6zMCIOIf87/lwlgLbWkz+rOnOuWtoIOJilP8tmAWuRh9/OAtbooM4i\nn7FBpHYuBfaOiJWq9h1B/qF3fZmSOiciBpB7gm8A7JNSeq76+ZTSI+SOXodVvaZf5etLqw69FHhb\nRKxTte+d5A6hl3XxXLV0E3lOgOrHtyrP7Qd8G/g7eTx+dZ1DgSm8+ZqX9bl39ly1dDGweUSsUrVv\nF3Igu7uLdTbLNc8Etq7eERETyT37H63s6m3X3FqJ6yv6szAiJgO/B36cUnrTpF4VPfmzapnnqrFj\nefPPs2fJI192Iw+9bamzMT7jroxf9tGlsd4jyZ2FriRPAnMcMJfmmNBsKnmc/SeB7Vo9Vqgc0zJW\n/kuVv9xn0P7EPreTf6EfSZ4orL1Jgto9V4HvwTG0PaHZfOBj5AmxLiEP8121q597Z85V4+tbGXiM\n3Ao0BXg3eZKkK7taZxNd8/Hk1p7vVup8D7nD6gxgWG+4ZvL/QA+tPG4B/lX19dAS19fZc9XieoGJ\n5E6Ud5H7hlT/LFu/6jw99rOqs+eq5Wfcxmsepe0JzRriM675P/6+/CDfa7+m8hf1afKojP6l6+pE\n3Y+Sfwm39RhfddwHybMWvkaeRXCPNs61JnkM/VzgRfItjzf9Y+nMuer8PTiGNweRAE4k3655FbgR\n2Ko7n3tnz1Xja5xAniVxHrnJ9gxgZHfqbIZrrrz/R4B7Ktf8JPAnYL3ecs3A+GX92y1xfZ05Vy2u\nl6X/jtt6nNHqXD32s6qz56rVZ9zGax6lVRBppM84KieQJEmqO/uISJKkYgwikiSpGIOIJEkqxiAi\nSZKKMYhIkqRiDCKSJKkYg4ikhhER10VEioiTS9fSaCJifOV7kyqLUUq9gkFE6iERcXLVL4rWj/kR\n8XBEnBkRO5SuVZIahUFEqo1nqx7PkxcPnAAcDdzs//glKTOISDWQUhpX9RhLXvBqJ/L6EwBfsWVE\nkgwiUl2klBanlG4GDqzafUCpeiSpURhEpDpKKT1BXgQLYMXWz0fEwIh4Z0RMjYhpEfF0RLweEc9F\nxOURcWRERFvnjojJLX1SKl9vFRG/j4gnImJhRFzXxmsmRsRPIuL+iHglIuZGxIMRcXZEHFJZ5rz1\nawZHxKci4u8RMSsiFkTEzIj4bURs2dH1R0T/iPhERNwREfMi4qVKB9VDO/HtaznHjhFxVuU9F0TE\n7Ij4Z0R8PiLe9D3t5DnPqHzvzojs2Ii4KSJerOw/purY7SLiWxFxY1UNL0fEP5ZVQ1WfockRsVJE\nnBoR0yPi1cp7XRwR23bzGoZExPmV878QEdt15zxS3dVqFUgfPvraAziZyiqYHRyzBktXyvxkG89P\n5o2rac4G5rTa92eg3zJeewjwetU5XgWua3X858lLmre85lVySKreN6KN+u+tev518jLrLV8vBj7R\nzrWvAFzW6thZwJLK198Erqv8+eQ2Xt8P+GGr78UrwKKqr6cD63Tjszuj8vozgXOq6nupsj2m6tjq\n959XOaZ637+Ase28T8sxRwIPV33f51U99xqwVxuvHV91zPhWz40Cbq48NxPYuPS/Bx8+OvuwRUSq\ng0pLwPbAeZVdzwG/bePQ+cAvgLcDw1NKw1NKKwOjgePJoeQw4OPLeMszgCuBiZVzDCEvX95Sz0fI\nv/j7AReSl/UeklIaDawE7AX8iRwS/nsNwF+Bzcjh5ihgxZTSCGB94OLK+X4YEfu2UdM3gL3Jvyy/\nBIxMKY0ExgE/IwejjlpUvgp8kvy9+xgwOqW0EjAE2A24E9gIOLetlpxOOph8y+wzlfpGAcOBy6uO\nuQg4AlgtpTSscszQymsfJC+H/vNlvM9PyCFud2AYuXVsm8rrBwFTO3sNEbEWcBOwAzkkbp9Smt6Z\n10oNoXQS8uGjtzyoahEBnql6PMfS/7XPBs6iG/9rr7zHoZXz/LuN5yZXvf+tQP92zjGSpa0sfwSi\nk+99RNX52/of+wDgH5Xn72313OrAwspzp7Rz/j9Unf/kVs+Nr3wP5wNvaef1KwGPV15/YBe/r2dU\nvXebLTqdPM8awAJygFu7jedb3uM52mg1ATavOmbHNr4Hb2gRIYfClmu+nhxei/9b8OGjKw9bRKTa\nWLXqMQboX9k/lPw/7FW7ed5LKtv1I2JcB8d9O6W0uJ3nDiX/0l4IfDqllDr53kdUtreklK5o/WRK\naRG51QJgs4jYvNV7DiDfhvhOO+c/uYP3Pob8PbwspXR3WweklF4Bzq98uXcH5+rILHKLVLeklJ4E\n7gaC3ELRnqkppefaeP29wIzKl1t09F4RsTNwI7AmcC45HM7uTt1SSQYRqQZSSlH9IN8+2IrcB2F/\n4IaIOLCt11Y6MX42Iq6vdFJ9vaoT6vyqQ9fsoISbO3iu5Rfk7Smlpzt/VUyqbK/q4JhryX0qqo+v\n/vO0lNKctl6YUnoIeLKd8+5Y2e4VEc+09wDeVzlunQ6vpH23pZRe7+iAiOgXEe+OiAsj4rFKR9NU\n9RltUzm0o8/n1g6ee6qyHdXBMQcBVwAjyLe1DkspvdZR3VKjGlC6AKkvSCktAO4Cjo2IUeRfJGdE\nxNrVv5gjYkPgat74S/w77CEAAAS6SURBVGw+uUNoS3+NltaUYR285Zv+t12lpSVlZuevAICxlW17\nYYGU0oKIeIFc49iqp5b52oonyLc3Wlu9sh1Gx9fdYmgnjmlLR983ImIouS/MblW7Xyd3WF1Y+XoU\nMJCO63ylg+cWVbYDOzjme5XtJSmlj3ZwnNTwbBGR6u+Xle1wYL9Wz/2GHEIeJXdKHZ1yh8ixKaVx\nvPGXdJvDeCHPW9LB+3f2Vkwjabm19a3WrU3tPCZ38306+r4BnEgOIa8CJ5BbXganlEanygR2LG3t\naPfz6QFnVbb7RcSHa/g+Us0ZRKT6q26JWLflD5XRDy23TY5MKZ2TUnqp1Ws76hfSWc9Utl29fdHS\nWtDuLYeIGEwe4VN9fPWf22rtqNbe892tuae9q7I9JaX0g5TSY230semJz2hZvgz8Hzns/DQiPlaH\n95RqwiAi1V/1L/J5VX9eq+rPd7bz2j174P3/XtlOiojVuvC6aZXtHh0cM5mlt3xva+O1k9qb8Csi\nNqD9kNPS52XPStgppeUzavPzibwq7oR6FJJSOoncwTeA0yLi+Hq8r9TTDCJS/b276s/Tqv5cPeLh\nLa1fFBErkeffWF5/IQ/fHQB8P6LtmVrbcHZlu31E7NVGfQOAkypf3pdSuq/q6b+Sb3sMIc/R0ZaT\n2tkPcDq578QqLB2Z06aIGNTdGVY7oeUzetPnU/HNGr1vm1JKX2Xp34kfRMSn6/n+Uk8wiEh1EhHj\nIuJU4L2VXf8Abqk65AHgscqfT4+It1a9dnvyrKMjl7eOyhDPz1W+PAI4r3pq9ogYGhHviIgLImLl\nqpf+laX9H/5cGTkysPKadSvPb195/nNVr2sZ1vqTypdfjogvVIIVETEmIk4jT5DW5vDTlNJ/yLci\nAD4XeTr5zapqHhARW0bESf+/vTtmbSqKAjj+P+ognbp1di646CAOugjiVGihW7+DOmiRbrWVIF0c\nBBFxEF1dBHXwGzgIjrqI6CQogrRD2+NwbumjtKFo0tfh/4MQAu/m3ZdAcnLvOSfAZ4Y3Rvsfb9r9\nUkTMtuCLiDgTES+AeaoE+Mhk5gqw2B6uRcStYcdLx41VM9IYtFLSrtNUcuqOj8BcN78gM7fbXv9L\nYBp4HxE75boT1DbODMPLZw8lMx+16p277TlnImKdSsKcZPdHyonOmK2ImKO6jE4Dz4GnbY6T7bBt\n4EZmvt7ntLeprqNXgFVgOSJ+t7EBDIALwOUDpr1MfWYtAQvAQpvzzvlPdo4dV0LuEtX1dooKvDYj\n4g+77+0dqofJQdcwFpk5iIhNqkfLICJOZebqUc5B+leuiEjjMbXnNkElXL6lWq2fz8zvewdl5ivg\nEtW47Bf1xfuDqqY5l5nvRjXBzLxHbTE8plYRoNqLf6I6rs5SWzjdMd+oniA3qRWd9XZtX4FnbY4P\nDjjfBnCNalX/gSp7Daop13xmLu43rjM+W17EWeAhtYK0RQUBP6ncl/vAxax/Oh65zPxCXf8Tdvt9\nbFAlvVfba9qLzFwDrreHK211SDr24vBNFSVJkkbLFRFJktQbAxFJktQbAxFJktQbAxFJktQbAxFJ\nktQbAxFJktQbAxFJktQbAxFJktQbAxFJktQbAxFJktSbv1Lm+HO8UGhiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "count_data = adata.obs['n_counts'].copy()\n",
    "count_data.sort_values(inplace=True, ascending=False)\n",
    "order =  range(1, len(count_data)+1)\n",
    "p5 = plt.semilogy(order, count_data, 'b-')\n",
    "plt.gca().axhline(1500, 0,1, color='red')\n",
    "plt.xlabel(\"Barcode rank\", fontsize=lab_size)\n",
    "plt.ylabel(\"Count depth\", fontsize=lab_size)\n",
    "plt.tick_params(labelsize=tick_size)\n",
    "plt.plot()\n",
    "#f4 = p4.get_figure()\n",
    "plt.savefig('../figures/line_qc_log_count_depth.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 13353 × 27998 \n",
       "    obs: 'sample', 'region', 'donor', 'n_counts', 'log_counts', 'n_genes', 'mt_frac'\n",
       "    var: 'gene_symbol'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/malte.luecken/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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ydhszqEuSJA1plDEib2S4CcpCM3/IcVX10RGON1G9AZ5eVdcDJPk/4ALgCcyB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\nRK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Cells per gene\n",
    "adata.var['cells_per_gene'] = np.sum(adata.X > 0, 0)\n",
    "\n",
    "p6 = sb.distplot(adata.var['cells_per_gene'][adata.var['cells_per_gene'] < 100], kde=False, bins=60)\n",
    "p6.set_xlabel(\"Number of cells\",fontsize=lab_size)\n",
    "p6.set_ylabel(\"Frequency\",fontsize=lab_size)\n",
    "p6.set_title('Cells per gene', fontsize=lab_size)\n",
    "p6.tick_params(labelsize=tick_size)\n",
    "plt.show()"
   ]
  }
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